Posts by Tag

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

WPI Business Week: ML for Healthcare Talk

2 minute read

I had the distinct pleasure of joining the vibrant community at WPI Business School for a conversation that took us to the crossroads of technology and healt...

IAMSE Artificial Intelligence: Preparing for the Next Paradigm Shift in Medical Education

less than 1 minute read

Joined the International Association of Medical Science Educators (IAMSE) for 2023 webinar series on artificial intelligence in medical education. Dr. Cornel...

2023 Machine Learning for Healthcare Conference

less than 1 minute read

Presentation at Machine Learning for Healthcare 2023 in New York on our work on rank-based compatibility. During the conference I presented a brief spotlight...

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

National Academy of Medicine: AI in Health Professions Education Workshop

less than 1 minute read

Panel discussion on AI in health professions education.

RISE Virtual Talking Circle: Innovations in Machine Learning and Artificial Intelligence for Application in Education

less than 1 minute read

University of Michigan Medical School RISE (Research. Innovation. Scholarship. Education) virtual talking circle discussion with Dr. Cornelius James.

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Intro to Machine Learning Models for Physicians: Part I

5 minute read

This a foundational post that has two aims. The first is to demystify machine learning which I believe is key to enabling physicians and other clinicians to ...

Why Doctors Should Contact Tech Support

2 minute read

If you see something, say something.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Precision Health Webinar: What Clinicians Need to Know when Using AI

less than 1 minute read

Panel discussion on what is important for clinicians to know and how confident they can be when using these AI tools. Conversation with Drs. Rada Mihalcea, M...

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

Machine Learning for Healthcare Conference: Characterizing the Performance Gap

1 minute read

Jeeheh Oh and I presented our work on dataset shift at the 2021 Machine Learning for Healthcare Conference. This talk briefly summarizes our our conference p...

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

UMich MSTP Promo Video

less than 1 minute read

Was featured in the University of Michigan Medical Scientist Training Program recruiting video. The MSTP at Michigan prepares physician scientists for car...

UMich Precision Health Onboarding Session: Precision Health De-Identified RDW

less than 1 minute read

Precision Health Data Analytics & IT workgroup held an onboarding session for Engineering students who could use Precision Health tools and resources for...

UMich Precision Health Symposium: Prediction & Prevention - Powering Precision Health

less than 1 minute read

Virtual panel discussion on precison health. A video segment from the 2020 University of Michigan Precision Health Virtual Symposium.

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

Ann Arbor District Library - Friday Night AI: AI and COVID-19

less than 1 minute read

Virtual panel discussion on how artificial intelligence could guide the response to the coronavirus outbreak. Hosted by the Ann Arbor District Library. Panel...

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

Immune Genomic Expression Correlates with Discharge Location and Poor Outcomes in Trauma Patients

less than 1 minute read

Academic Surgical Congress abstract, can be found here.

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

I-PrACTISE

1 minute read

Improving Primary Care Through Industrial and Systems Engineering

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

WPI Business Week: ML for Healthcare Talk

2 minute read

I had the distinct pleasure of joining the vibrant community at WPI Business School for a conversation that took us to the crossroads of technology and healt...

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

IAMSE Artificial Intelligence: Preparing for the Next Paradigm Shift in Medical Education

less than 1 minute read

Joined the International Association of Medical Science Educators (IAMSE) for 2023 webinar series on artificial intelligence in medical education. Dr. Cornel...

2023 Machine Learning for Healthcare Conference

less than 1 minute read

Presentation at Machine Learning for Healthcare 2023 in New York on our work on rank-based compatibility. During the conference I presented a brief spotlight...

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

National Academy of Medicine: AI in Health Professions Education Workshop

less than 1 minute read

Panel discussion on AI in health professions education.

RISE Virtual Talking Circle: Innovations in Machine Learning and Artificial Intelligence for Application in Education

less than 1 minute read

University of Michigan Medical School RISE (Research. Innovation. Scholarship. Education) virtual talking circle discussion with Dr. Cornelius James.

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

Teaching AI as a Fundamental Toolset of Medicine

less than 1 minute read

New article out in Cell Reports Medicine. It is a perspective paper on incorporating AI into medical education with Drs. Cornelius A. James, Kimberly D. Lom...

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Intro to Machine Learning Models for Physicians: Part I

5 minute read

This a foundational post that has two aims. The first is to demystify machine learning which I believe is key to enabling physicians and other clinicians to ...

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

Precision Health Webinar: What Clinicians Need to Know when Using AI

less than 1 minute read

Panel discussion on what is important for clinicians to know and how confident they can be when using these AI tools. Conversation with Drs. Rada Mihalcea, M...

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

Machine Learning for Healthcare Conference: Characterizing the Performance Gap

1 minute read

Jeeheh Oh and I presented our work on dataset shift at the 2021 Machine Learning for Healthcare Conference. This talk briefly summarizes our our conference p...

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

UMich Precision Health Onboarding Session: Precision Health De-Identified RDW

less than 1 minute read

Precision Health Data Analytics & IT workgroup held an onboarding session for Engineering students who could use Precision Health tools and resources for...

UMich Precision Health Symposium: Prediction & Prevention - Powering Precision Health

less than 1 minute read

Virtual panel discussion on precison health. A video segment from the 2020 University of Michigan Precision Health Virtual Symposium.

Ann Arbor District Library - Friday Night AI: AI and COVID-19

less than 1 minute read

Virtual panel discussion on how artificial intelligence could guide the response to the coronavirus outbreak. Hosted by the Ann Arbor District Library. Panel...

Faster than COVID: a computer model that predicts the disease’s next move

less than 1 minute read

Michigan Engineering News covered our work on the M-CURES COVID deterioration model that I helped to develop and led the implementation of. Read the article ...

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

WPI Business Week: ML for Healthcare Talk

2 minute read

I had the distinct pleasure of joining the vibrant community at WPI Business School for a conversation that took us to the crossroads of technology and healt...

2023 Machine Learning for Healthcare Conference

less than 1 minute read

Presentation at Machine Learning for Healthcare 2023 in New York on our work on rank-based compatibility. During the conference I presented a brief spotlight...

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Intro to Machine Learning Models for Physicians: Part I

5 minute read

This a foundational post that has two aims. The first is to demystify machine learning which I believe is key to enabling physicians and other clinicians to ...

Why Doctors Should Contact Tech Support

2 minute read

If you see something, say something.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

Machine Learning for Healthcare Conference: Characterizing the Performance Gap

1 minute read

Jeeheh Oh and I presented our work on dataset shift at the 2021 Machine Learning for Healthcare Conference. This talk briefly summarizes our our conference p...

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

UMich Precision Health Onboarding Session: Precision Health De-Identified RDW

less than 1 minute read

Precision Health Data Analytics & IT workgroup held an onboarding session for Engineering students who could use Precision Health tools and resources for...

UMich Precision Health Symposium: Prediction & Prevention - Powering Precision Health

less than 1 minute read

Virtual panel discussion on precison health. A video segment from the 2020 University of Michigan Precision Health Virtual Symposium.

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

Ann Arbor District Library - Friday Night AI: AI and COVID-19

less than 1 minute read

Virtual panel discussion on how artificial intelligence could guide the response to the coronavirus outbreak. Hosted by the Ann Arbor District Library. Panel...

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

Immune Genomic Expression Correlates with Discharge Location and Poor Outcomes in Trauma Patients

less than 1 minute read

Academic Surgical Congress abstract, can be found here.

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

2015 FlexSim - SHS ED Modeling Competition

2 minute read

Modeling and optimizing the operations of an emergency department using discrete event simulation.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

I-PrACTISE

1 minute read

Improving Primary Care Through Industrial and Systems Engineering

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

WPI Business Week: ML for Healthcare Talk

2 minute read

I had the distinct pleasure of joining the vibrant community at WPI Business School for a conversation that took us to the crossroads of technology and healt...

IAMSE Artificial Intelligence: Preparing for the Next Paradigm Shift in Medical Education

less than 1 minute read

Joined the International Association of Medical Science Educators (IAMSE) for 2023 webinar series on artificial intelligence in medical education. Dr. Cornel...

2023 Machine Learning for Healthcare Conference

less than 1 minute read

Presentation at Machine Learning for Healthcare 2023 in New York on our work on rank-based compatibility. During the conference I presented a brief spotlight...

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

National Academy of Medicine: AI in Health Professions Education Workshop

less than 1 minute read

Panel discussion on AI in health professions education.

RISE Virtual Talking Circle: Innovations in Machine Learning and Artificial Intelligence for Application in Education

less than 1 minute read

University of Michigan Medical School RISE (Research. Innovation. Scholarship. Education) virtual talking circle discussion with Dr. Cornelius James.

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

Teaching AI as a Fundamental Toolset of Medicine

less than 1 minute read

New article out in Cell Reports Medicine. It is a perspective paper on incorporating AI into medical education with Drs. Cornelius A. James, Kimberly D. Lom...

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Intro to Machine Learning Models for Physicians: Part I

5 minute read

This a foundational post that has two aims. The first is to demystify machine learning which I believe is key to enabling physicians and other clinicians to ...

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

Precision Health Webinar: What Clinicians Need to Know when Using AI

less than 1 minute read

Panel discussion on what is important for clinicians to know and how confident they can be when using these AI tools. Conversation with Drs. Rada Mihalcea, M...

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

Machine Learning for Healthcare Conference: Characterizing the Performance Gap

1 minute read

Jeeheh Oh and I presented our work on dataset shift at the 2021 Machine Learning for Healthcare Conference. This talk briefly summarizes our our conference p...

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

UMich Precision Health Onboarding Session: Precision Health De-Identified RDW

less than 1 minute read

Precision Health Data Analytics & IT workgroup held an onboarding session for Engineering students who could use Precision Health tools and resources for...

UMich Precision Health Symposium: Prediction & Prevention - Powering Precision Health

less than 1 minute read

Virtual panel discussion on precison health. A video segment from the 2020 University of Michigan Precision Health Virtual Symposium.

Ann Arbor District Library - Friday Night AI: AI and COVID-19

less than 1 minute read

Virtual panel discussion on how artificial intelligence could guide the response to the coronavirus outbreak. Hosted by the Ann Arbor District Library. Panel...

Faster than COVID: a computer model that predicts the disease’s next move

less than 1 minute read

Michigan Engineering News covered our work on the M-CURES COVID deterioration model that I helped to develop and led the implementation of. Read the article ...

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

Hangman

less than 1 minute read

A simple hangman game. Made with chatGPT.

QR Code Generator

less than 1 minute read

A simple QR code generator that you can use to make QR code embeded with the strings of your dreams! I made this for a series of presentations I gave. It ena...

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

HTML/SVG Experiment

less than 1 minute read

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

Teaching AI as a Fundamental Toolset of Medicine

less than 1 minute read

New article out in Cell Reports Medicine. It is a perspective paper on incorporating AI into medical education with Drs. Cornelius A. James, Kimberly D. Lom...

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

UMich IOE Promo Video

less than 1 minute read

Was featured in the University of Michigan Department of Industrial and Operations Engineering promotional video.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Wordle Solver

less than 1 minute read

<!DOCTYPE html> Wordle Solver by eotles

Hello, World!

1 minute read

Hello, World!

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

UMich MSTP Promo Video

less than 1 minute read

Was featured in the University of Michigan Medical Scientist Training Program recruiting video. The MSTP at Michigan prepares physician scientists for car...

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

Faster than COVID: a computer model that predicts the disease’s next move

less than 1 minute read

Michigan Engineering News covered our work on the M-CURES COVID deterioration model that I helped to develop and led the implementation of. Read the article ...

COVID Staffing Project: Three Medical Students’ Contributions

less than 1 minute read

Kenneth Abbott, Alexandra Highet and I catalogued our contributions to the COVID Staffing project in a Dose of Reality Blog Post.

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

AAFP’s Innovation Fellow Studies Tech, Digital Scribes

less than 1 minute read

Discussed my work studying digital scribes with David Mitchell. Read the interview.

Immune Genomic Expression Correlates with Discharge Location and Poor Outcomes in Trauma Patients

less than 1 minute read

Academic Surgical Congress abstract, can be found here.

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

Quoted in INFORMS in the News

less than 1 minute read

Starting a new INFORMS student chapter.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

Wisconsin Engineer: Optimizing the ER

less than 1 minute read

Article discussing Flexsim-SHS competition win.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Teaching AI as a Fundamental Toolset of Medicine

less than 1 minute read

New article out in Cell Reports Medicine. It is a perspective paper on incorporating AI into medical education with Drs. Cornelius A. James, Kimberly D. Lom...

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

Immune Genomic Expression Correlates with Discharge Location and Poor Outcomes in Trauma Patients

less than 1 minute read

Academic Surgical Congress abstract, can be found here.

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

UMich IOE Promo Video

less than 1 minute read

Was featured in the University of Michigan Department of Industrial and Operations Engineering promotional video.

Intro to Machine Learning Models for Physicians: Part I

5 minute read

This a foundational post that has two aims. The first is to demystify machine learning which I believe is key to enabling physicians and other clinicians to ...

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

Machine Learning for Healthcare Conference: Characterizing the Performance Gap

1 minute read

Jeeheh Oh and I presented our work on dataset shift at the 2021 Machine Learning for Healthcare Conference. This talk briefly summarizes our our conference p...

UMich Precision Health Onboarding Session: Precision Health De-Identified RDW

less than 1 minute read

Precision Health Data Analytics & IT workgroup held an onboarding session for Engineering students who could use Precision Health tools and resources for...

UMich Precision Health Symposium: Prediction & Prevention - Powering Precision Health

less than 1 minute read

Virtual panel discussion on precison health. A video segment from the 2020 University of Michigan Precision Health Virtual Symposium.

Ann Arbor District Library - Friday Night AI: AI and COVID-19

less than 1 minute read

Virtual panel discussion on how artificial intelligence could guide the response to the coronavirus outbreak. Hosted by the Ann Arbor District Library. Panel...

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Arena Simulation Modeling Course

less than 1 minute read

Discrete event simulation and operations modeling for undergrads.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

2015 FlexSim - SHS ED Modeling Competition

2 minute read

Modeling and optimizing the operations of an emergency department using discrete event simulation.

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

COVID-19 Analysis

less than 1 minute read

Quick exploration of case spread and mortality rates of the novel coronavirus.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

UMich IOE Promo Video

less than 1 minute read

Was featured in the University of Michigan Department of Industrial and Operations Engineering promotional video.

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

Arena Simulation Modeling Course

less than 1 minute read

Discrete event simulation and operations modeling for undergrads.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

I-PrACTISE

1 minute read

Improving Primary Care Through Industrial and Systems Engineering

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

UMich MSTP Promo Video

less than 1 minute read

Was featured in the University of Michigan Medical Scientist Training Program recruiting video. The MSTP at Michigan prepares physician scientists for car...

Faster than COVID: a computer model that predicts the disease’s next move

less than 1 minute read

Michigan Engineering News covered our work on the M-CURES COVID deterioration model that I helped to develop and led the implementation of. Read the article ...

COVID Staffing Project: Three Medical Students’ Contributions

less than 1 minute read

Kenneth Abbott, Alexandra Highet and I catalogued our contributions to the COVID Staffing project in a Dose of Reality Blog Post.

AAFP’s Innovation Fellow Studies Tech, Digital Scribes

less than 1 minute read

Discussed my work studying digital scribes with David Mitchell. Read the interview.

Quoted in INFORMS in the News

less than 1 minute read

Starting a new INFORMS student chapter.

Wisconsin Engineer: Optimizing the ER

less than 1 minute read

Article discussing Flexsim-SHS competition win.

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

Faster than COVID: a computer model that predicts the disease’s next move

less than 1 minute read

Michigan Engineering News covered our work on the M-CURES COVID deterioration model that I helped to develop and led the implementation of. Read the article ...

IOE Research Spotlight

less than 1 minute read

Shared an overview of my research during the 2021 University of Michigan Department of Industrial and Operations Engineering recruiting weekend.

INFORMS: Dynamic Machine Learning for Medical Practice

less than 1 minute read

INFORMS conference talk focused on dynamic machine learning for medicine. Based on Joint work with Jon Seymour, MD (Peers Health) and Brian Denton PhD (Unive...

CHEPS Seminar: Engineering Machine Learning for Medicine

less than 1 minute read

Invited to give a talk for the 2021 University of Michigan Center for Healthcare Engineering and Patient Safety (CHEPS) fall seminar series. Discussed engine...

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

2015 FlexSim - SHS ED Modeling Competition

2 minute read

Modeling and optimizing the operations of an emergency department using discrete event simulation.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

A Primer on Al in Medicine

10 minute read

The three questions you should feel comfortable asking as a physician when confronted with an AI system.

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

National Academy of Medicine: AI in Health Professions Education Workshop

less than 1 minute read

Panel discussion on AI in health professions education.

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

Teaching AI as a Fundamental Toolset of Medicine

less than 1 minute read

New article out in Cell Reports Medicine. It is a perspective paper on incorporating AI into medical education with Drs. Cornelius A. James, Kimberly D. Lom...

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

Doctor’s Notes Software Prototype

2 minute read

A project that was focused on examining and improving the way doctor’s notes are written.

#@!% Flipping Cursor!

2 minute read

ecently I came across some interesting behavior in Microsoft Word. While scrolling through a document I noticed that my pointer had flipped. Instead of seein...

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

I-PrACTISE

1 minute read

Improving Primary Care Through Industrial and Systems Engineering

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

AI Infrastructure: Technical Integration Testing

2 minute read

How do we ensure what we built actually works in production?

AI Infrastructure Example: C. difficile Infection Risk

2 minute read

Discussion of the technical integration for an in-hospital infection risk stratification model.

Healthcare AI Infrastructure - To be deprecated

25 minute read

Infrastructure is king.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read

A guide to the technical infrastructure needed to integrate AI models into clinical workflows, covering both internal and external integration approaches and...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Quantification of Sepsis Model Alerts in 24 US Hospitals Before and During the COVID-19 Pandemic

less than 1 minute read

JAMA Network Open. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

2 minute read

JAMA Internal Medicine. Can be found here.

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Hello, World! 2.0

3 minute read

New blog, who dis?

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

I-PrACTISE Colloquium Primary Care & Predictive Analytics

1 minute read

Exploring the potential benefits and challenges of integrating ML into primary care.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

I-PrACTISE

1 minute read

Improving Primary Care Through Industrial and Systems Engineering

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Hello, World! 2.0

3 minute read

New blog, who dis?

M is for Medicine

less than 1 minute read

I developed an an iMessage Sticker Pack for all those interested in medicine, health, and the human body. Download it from the Apple AppSore.

Send Me Specials Website

1 minute read

Developed a custom text message gateway for businesses to reach their customers.

Cues for PE Diagnosis in the Emergency Department: A Sociotechnical Systems Approach for Clinical Decision Support

2 minute read

American Medical Informatics Association Annual Symposium abstract focused on pulmonary embolism diagnosis.

Forecasting ED Patient Admissions Utilizing ML

2 minute read

Using machine learning to predict the likelihood of inpatient admission at the time of patient triage in emergency departments.

Predicting ED Patient Throughput Times Utilizing Machine Learning

2 minute read

Machine learning for emergency department throughput prediction.

2015 FlexSim - SHS ED Modeling Competition

2 minute read

Modeling and optimizing the operations of an emergency department using discrete event simulation.

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

1 minute read

British Medical Journal. Can be found here.

Ann Arbor District Library - Friday Night AI: AI and COVID-19

less than 1 minute read

Virtual panel discussion on how artificial intelligence could guide the response to the coronavirus outbreak. Hosted by the Ann Arbor District Library. Panel...

Faster than COVID: a computer model that predicts the disease’s next move

less than 1 minute read

Michigan Engineering News covered our work on the M-CURES COVID deterioration model that I helped to develop and led the implementation of. Read the article ...

COVID-19 Analysis

less than 1 minute read

Quick exploration of case spread and mortality rates of the novel coronavirus.

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

Using natural language processing to determine factors associated with high‐quality feedback

1 minute read

Global Surgical Education. Can be found here.

Natural Language Processing to Estimate Clinical Competency Committee Ratings

1 minute read

Journal of Surgical Education. Can be found here.

Natural Language Processing and Assessment of Resident Feedback Quality

1 minute read

Journal of Surgical Education. Can be found here.

Using Natural Language Processing to Automatically Assess Feedback Quality: Findings From 3 Surgical Residencies

1 minute read

Academic Medicine. Can be found here.

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Hello, World! 2.0

3 minute read

New blog, who dis?

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

Hangman

less than 1 minute read

A simple hangman game. Made with chatGPT.

QR Code Generator

less than 1 minute read

A simple QR code generator that you can use to make QR code embeded with the strings of your dreams! I made this for a series of presentations I gave. It ena...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Hyponatremia Modeling

less than 1 minute read

Can we build tools to help with the algorithmic way of assessing hyponatremia?

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

It’s time to bring human factors to primary care policy and practice

less than 1 minute read

Appeared in Applied Ergonomics. Link

WHO Technical Series on Safer Primary Care: Human Factors

less than 1 minute read

Human factors engineering can play an important role in improving the safety of primary care.

I-PrACTISE White Paper

1 minute read

Findings from the first I-PrACTISE conference bringing together physicians and engineers.

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Arena Simulation Modeling Course

less than 1 minute read

Discrete event simulation and operations modeling for undergrads.

2015 FlexSim - SHS ED Modeling Competition

2 minute read

Modeling and optimizing the operations of an emergency department using discrete event simulation.

Mind the Performance Gap: Dataset Shift During Prospective Validation

1 minute read

Our 2021 Machine Learning for Healthcare Conference paper! It discusses a special kind of dataset shift that is particularly pervasive and pernicious when de...

The Impact of ED Census on the Decision to Admit

2 minute read

Emergency Department disposition decisions are influenced not only by objective measures of a patient’s disease state, but also by census.

Cherry Picking Patients: Examining the Interval Between Patient Rooming and Resident Self-assignment

2 minute read

Investigating the impact of chief complaints on resident physician self-assignment times in emergency departments.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

Helping people get back to work using deep learning in the occupational health system

less than 1 minute read

Discussed our recent JAMIA paper on predicting return to work with Jessalyn Tamez. Check out the news brief here.

Dynamic prediction of work status for workers with occupational injuries: assessing the value of longitudinal observations

1 minute read

Journal of the American Medical Informatics Association manuscript, can be found here.

Return to Work After Injury: A Sequential Prediction & Decision Problem

less than 1 minute read

Machine Learning for Healthcare Conference clinical abstract, can be found here.

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

What Can Healthcare IT Learn from the B-52?

4 minute read

A lot of aviation videos show up on my YouTube feed (thank you, DarkAero team). A video that popped up recently was about the Boeing B-52 Stratofortress (B-5...

#@!% Flipping Cursor!

2 minute read

ecently I came across some interesting behavior in Microsoft Word. While scrolling through a document I noticed that my pointer had flipped. Instead of seein...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

Doctor’s Notes Software Prototype

2 minute read

A project that was focused on examining and improving the way doctor’s notes are written.

Why Doctors Should Contact Tech Support

2 minute read

If you see something, say something.

WPI Business Week: ML for Healthcare Talk

2 minute read

I had the distinct pleasure of joining the vibrant community at WPI Business School for a conversation that took us to the crossroads of technology and healt...

2023 Machine Learning for Healthcare Conference

less than 1 minute read

Presentation at Machine Learning for Healthcare 2023 in New York on our work on rank-based compatibility. During the conference I presented a brief spotlight...

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

M-CURES: AI Infrastructure for Predicting COVID-19 Deterioration in Hospitals

12 minute read

A detailed exploration of the development and implementation of M-CURES, a COVID-19 in-hospital deterioration model, highlighting the integration of AI model...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Collaborative for Human Factors, Cognitive Load, and Well-being: AI Overview

less than 1 minute read

Collaborative for Human Factors discussion on artificial intelligence, ChatGPT, and applicable research.

I-PrACTISE

1 minute read

Improving Primary Care Through Industrial and Systems Engineering

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

Send Me Specials Website

1 minute read

Developed a custom text message gateway for businesses to reach their customers.

Toki Conference Timer

Perfect Timing for Talks!

M is for Medicine

less than 1 minute read

I developed an an iMessage Sticker Pack for all those interested in medicine, health, and the human body. Download it from the Apple AppSore.

UMich Precision Health Onboarding Session: Precision Health De-Identified RDW

less than 1 minute read

Precision Health Data Analytics & IT workgroup held an onboarding session for Engineering students who could use Precision Health tools and resources for...

UMich Precision Health Symposium: Prediction & Prevention - Powering Precision Health

less than 1 minute read

Virtual panel discussion on precison health. A video segment from the 2020 University of Michigan Precision Health Virtual Symposium.

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

STAT News: A popular algorithm to predict sepsis misses most cases and sends frequent false alarms, study finds

less than 1 minute read

Casey Ross of STAT News covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Prospective evaluation of data-driven models to predict daily risk of Clostridioides difficile infection at 2 large academic health centers

less than 1 minute read

Infection Control and Hospital Epidemiology. Can be found here.

Comparative Assessment of a Machine Learning Model and Rectal Swab Surveillance to Predict Hospital Onset Clostridioides difficile

less than 1 minute read

IDWeek Abstract. Can be found here.

Doctor’s Notes Software Prototype

2 minute read

A project that was focused on examining and improving the way doctor’s notes are written.

#@!% Flipping Cursor!

2 minute read

ecently I came across some interesting behavior in Microsoft Word. While scrolling through a document I noticed that my pointer had flipped. Instead of seein...

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Doctor’s Notes Software Prototype

2 minute read

A project that was focused on examining and improving the way doctor’s notes are written.

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

Why Doctors Should Contact Tech Support

2 minute read

If you see something, say something.

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

STAT News: How medical schools are missing the mark on artificial intelligence

less than 1 minute read

Discussed my recent perspective paper on incorporating AI into medical education with Dr. James Woolliscroft and Katie Palmer of STAT News. Check out the ful...

Teaching AI as a Fundamental Toolset of Medicine

less than 1 minute read

New article out in Cell Reports Medicine. It is a perspective paper on incorporating AI into medical education with Drs. Cornelius A. James, Kimberly D. Lom...

IAMSE Artificial Intelligence: Preparing for the Next Paradigm Shift in Medical Education

less than 1 minute read

Joined the International Association of Medical Science Educators (IAMSE) for 2023 webinar series on artificial intelligence in medical education. Dr. Cornel...

RISE Virtual Talking Circle: Innovations in Machine Learning and Artificial Intelligence for Application in Education

less than 1 minute read

University of Michigan Medical School RISE (Research. Innovation. Scholarship. Education) virtual talking circle discussion with Dr. Cornelius James.

Hello, World! 2.0

3 minute read

New blog, who dis?

Hello, World! 2.0

3 minute read

New blog, who dis?

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Revamping GitHub Action for Post Concatenation

1 minute read

It’s never too early to fix a mistake you’ve made with continuous integration.

It’s Automation All the Way Down! How to Use GitHub Actions for Blogging Automation with LLMs

5 minute read

CI/CD automation isn’t just for large-scale projects; it’s a game-changer for individual programmers. I’ve started using the power of GitHub Actions to impro...

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Understanding How Apple Watch Estimates VO2 Max: Workout Data Extraction

4 minute read

Continuing our journey to understand Apple’s VO2 max estimation algorithm, by getting workout data.

Understanding How Apple Watch Estimates VO₂ Max: Introduction and Data Extraction

3 minute read

Leveraging personal HealthKit data to evaluate and understand Apple’s VO2 max estimation algorithm.

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

OUWB Med Education Week: Intro to AI for Medicine

1 minute read

Lessons from Across the Healthcare AI Lifecycle.

AI in Clinical Care: Stanford EM Faculty Development Series

less than 1 minute read

AI in Clinical Care

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Development Infrastructure: Tools and Data for Model Creation

8 minute read

An in-depth look at the tools and environments needed to develop AI models for healthcare, emphasizing the importance of integrating implementation considera...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Send Me Specials Website

1 minute read

Developed a custom text message gateway for businesses to reach their customers.

Arena Simulation Modeling Course

less than 1 minute read

Discrete event simulation and operations modeling for undergrads.

Arena Simulation Modeling Course

less than 1 minute read

Discrete event simulation and operations modeling for undergrads.

A community pharmacy initiative to decrease hospital readmissions by increasing patient adherence and competency of therapy

1 minute read

Pharmacy based interventions may help to reduce hospital admissions.

M is for Medicine

less than 1 minute read

I developed an an iMessage Sticker Pack for all those interested in medicine, health, and the human body. Download it from the Apple AppSore.

M is for Medicine

less than 1 minute read

I developed an an iMessage Sticker Pack for all those interested in medicine, health, and the human body. Download it from the Apple AppSore.

Immune Genomic Expression Correlates with Discharge Location and Poor Outcomes in Trauma Patients

less than 1 minute read

Academic Surgical Congress abstract, can be found here.

Immune Genomic Expression Correlates with Discharge Location and Poor Outcomes in Trauma Patients

less than 1 minute read

Academic Surgical Congress abstract, can be found here.

UMich MSTP Promo Video

less than 1 minute read

Was featured in the University of Michigan Medical Scientist Training Program recruiting video. The MSTP at Michigan prepares physician scientists for car...

WIRED: An Algorithm That Predicts Deadly Infections Is Often Flawed

less than 1 minute read

Tom Simonite of WIRED covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Verge: A hospital algorithm designed to predict a deadly condition misses most cases

less than 1 minute read

Nicole Wetsman of The Verge covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

The Washington Post: Sepsis prediction tool used by hospitals misses many cases, study says. Firm that developed the tool disputes those findings.

less than 1 minute read

Erin Blakemore of The Washington Post covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19

1 minute read

Annals of the American Thoracic Society. Can be found here.

Forbes: Trust The AI? You Decide

less than 1 minute read

Arun Shashtri of Forbes covered our JAMA IM Epic Sepsis Model evaluation paper. Check out the article.

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

Solving Wordle

11 minute read

Let’s talk about Wordle. [1] You, like me, might have been drawn into this game recently, courtesy of those yellow and green squares on twitter. The rules ar...

#@!% Flipping Cursor!

2 minute read

ecently I came across some interesting behavior in Microsoft Word. While scrolling through a document I noticed that my pointer had flipped. Instead of seein...

#@!% Flipping Cursor!

2 minute read

ecently I came across some interesting behavior in Microsoft Word. While scrolling through a document I noticed that my pointer had flipped. Instead of seein...

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Plutonium Pacemakers

2 minute read

This is a reformatted version of a twitter thread I had put together nearly a year ago. In a former life I worked on designing the manufacturing system for c...

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

Looking for Data

4 minute read

One of the nice things about being an MD-PhD student at a research institution with a large academic medical center is that you tend to have a lot of support...

What Can Healthcare IT Learn from the B-52?

4 minute read

A lot of aviation videos show up on my YouTube feed (thank you, DarkAero team). A video that popped up recently was about the Boeing B-52 Stratofortress (B-5...

What Can Healthcare IT Learn from the B-52?

4 minute read

A lot of aviation videos show up on my YouTube feed (thank you, DarkAero team). A video that popped up recently was about the Boeing B-52 Stratofortress (B-5...

What Can Healthcare IT Learn from the B-52?

4 minute read

A lot of aviation videos show up on my YouTube feed (thank you, DarkAero team). A video that popped up recently was about the Boeing B-52 Stratofortress (B-5...

What Can Healthcare IT Learn from the B-52?

4 minute read

A lot of aviation videos show up on my YouTube feed (thank you, DarkAero team). A video that popped up recently was about the Boeing B-52 Stratofortress (B-5...

What Can Healthcare IT Learn from the B-52?

4 minute read

A lot of aviation videos show up on my YouTube feed (thank you, DarkAero team). A video that popped up recently was about the Boeing B-52 Stratofortress (B-5...

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

Development and Validation of Models to Predict Pathological Outcomes of Radical Prostatectomy in Regional and National Cohorts

1 minute read

The Journal of Urology article, read here.

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

The Complicated Way You See Patient Data: A Discussion on EHR Front-Ends for Doctors

12 minute read

I have a love-hate relationship with electronic health records (EHRs). This relationship first started in the early 2000s at a high school sports physical an...

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Bigger Needle Smaller Number

2 minute read

This is going to be a short post because the last one about EHR front-ends was about 3 times longer than I had originally planned for it to be.

Why Doctors Should Contact Tech Support

2 minute read

If you see something, say something.

Intro to Machine Learning Models for Physicians: Part I

5 minute read

This a foundational post that has two aims. The first is to demystify machine learning which I believe is key to enabling physicians and other clinicians to ...

Doctor’s Notes Software Prototype

2 minute read

A project that was focused on examining and improving the way doctor’s notes are written.

Doctor’s Notes Software Prototype

2 minute read

A project that was focused on examining and improving the way doctor’s notes are written.

Augmented Reality Demo

less than 1 minute read

This is an augmented reality (AR) demo using Apple’s Augmented Reality tools. The 3D asset is a USDZ file created by Apple (they own all rights to it). It is...

National Academy of Medicine: AI in Health Professions Education Workshop

less than 1 minute read

Panel discussion on AI in health professions education.

HTML/SVG Experiment

less than 1 minute read

HTML/SVG Experiment

less than 1 minute read

Hello, World! 2.0

3 minute read

New blog, who dis?

Hello, World! 2.0

3 minute read

New blog, who dis?

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

Updating Clinical Risk Stratification Models Using Rank-Based Compatibility

3 minute read

As machine learning models become more integrated into clinical care, how can we update them without violating user expectations? We proposed a new rank-base...

QR Code Generator

less than 1 minute read

A simple QR code generator that you can use to make QR code embeded with the strings of your dreams! I made this for a series of presentations I gave. It ena...

INFORMS Healthcare: Rank-based Compatibility

less than 1 minute read

Presentation at INFORMS Healthcare 2023 on our work on rank-based compatibility. You can find a link to the post about the upcoming paper here.

Hangman

less than 1 minute read

A simple hangman game. Made with chatGPT.

2023 Machine Learning for Healthcare Conference

less than 1 minute read

Presentation at Machine Learning for Healthcare 2023 in New York on our work on rank-based compatibility. During the conference I presented a brief spotlight...

Toki Conference Timer

Perfect Timing for Talks!

Toki Conference Timer

Perfect Timing for Talks!

Toki Conference Timer

Perfect Timing for Talks!

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

Iframe Embedding: Why and How

1 minute read

Exploring the motivation behind using iframes OR how to seamlessly integrate the internet into your blog.

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

Airline Merger Data Visualization

5 minute read

Analyzing how airlines have come and gone over the past century.

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

QRS*: The Next Frontier in Simulated Cardiac Intelligence

2 minute read

Dive into the world of QRS*, where cardiac rhythms meet cutting-edge simulation. Forget Q*’s quest for AI supremacy – here, we’re revolutionizing how we view...

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Playing Around with Programmatic LLM Access

8 minute read

Exploring the practicalities and nuances of interacting with Large Language Models (LLMs) programmatically.

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

Biomedical Waveforms

10 minute read

Unveiling the alpha version of BiomedWaveforms, an open-source JavaScript framework to generate and plot commonly used biomedical waveforms, like EKGs and ca...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

An Introduction to the Healthcare AI Lifecycle: From Development to Implementation

10 minute read

Explore the healthcare AI lifecycle, a journey from development to implementation, unveiling how AI can transform patient care amidst the complexities of mod...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

Healthcare AI Development: From Data Access to Model Validation

8 minute read

A deep dive into healthcare AI model development, from selecting tasks to preparing data and validating models, highlighting the challenges and opportunities...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Implementation: Steps for Successful Clinical Integration

11 minute read

A look at the crucial steps in AI implementation, covering technical integration, prospective validation, and model monitoring to ensure AI tools make a mean...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Infrastructure: Key Systems for Making & Using Clinical AI Models

7 minute read

Infrastructure is king. An intro to the foundational healthcare IT systems that power AI, focusing on how electronic medical records & technical integrat...

Healthcare AI Implementation Infrastructure: Technical Tools for AI Model Integration

8 minute read