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Full listing

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The full list of publications can be viewed on Google ScholarNCBI Bibliography, and PubMed Library. HealthRex Lab's research has been published in several esteemed journals, including but not limited to the New England Journal of Medicine, Journal of the American Medical Informatics Association, and BMJ Quality & Safety.


Selected Publications


AI and Machine Learning in Medicine

JMIR Publications, 2022

A Data-Driven Algorithm to Recommend Initial Clinical Workup for Outpatient Specialty Referral: Algorithm Development and Validation Using Electronic Health Record Data and Expert Surveys


Journal of Antimicrobial Chemotherapy, 2022

BSAC Vanguard Series: Artificial Intelligence and Antibiotic Stewardship

JAMA, 2022

Decoding Artificial Intelligence to Achieve Diagnostic Excellence: Learning From Experts, Examples, and Experience

Nature Communications Medicine, 2022

Personalized Antibiograms For Machine Learning Driven Antibiotic Selection


JAMIA, 2021

Developing machine learning models to personalize care levels among emergency room patients for hospital admission

JAMIA, 2021

Machine learning for initial insulin estimation in hospitalized patients

JAMIA, 2021

Next-Generation Artificial Intelligence for Diagnosis From Predicting Diagnostic Labels to “Wayfinding”

JAMIA Open, 2020

ClinicNet: machine learning for personalized clinical order set recommendations

The American Journal of Bioethics, 2020

Planning for the Known Unknown: Machine Learning for Human Healthcare Systems

AMIA Summits on Translational Science Proceedings, 2019

A Machine Learning Approach to Predicting the Stability of Inpatient Lab Test Results

National Academy of Medicine, 2019

Potential Trade-Offs and Unintended Consequences of AI in Artificial Intelligence in Health Care: The Hope, the Hype, the Promise, the Peril

Journal of Biomedical Informatics, 2018

An Evaluation of Clinical Order Patterns Machine-Learned from Clinician Cohorts Stratified by Patient Mortality Outcomes

New England Journal of Medicine, 2017

Machine Learning and Prediction in Medicine – Beyond the Peak of Inflated Expectations

Decision Making

Medical Decision Making

JAMA Network Open, 2022

Analysis of Specialty Nephrology Care Among Patients With Chronic Kidney Disease and High Risk of Disease Progression


Journal of American Medical Informatics Association, 2022

Interruptive Electronic Alerts for Choosing Wisely Recommendations: A Cluster Randomized Controlled Trial

Journal of Biomedical Informatics, 2022

Signal from the noise: A mixed graphical and quantitative process mining approach to evaluate care pathways applied to emergency stroke care


Clinical Biochemistry on Science Direct, 2022

Targeting Repetitive Laboratory Testing with ElectronicHealth Records-Embedded Predictive Decision Support: A Pre-Implementation Study

Yearbook of Medical Informatics, 2020

Clinical Decision Support and Implications for the Clinician Burnout Crisis


Annals of Internal Medicine, 2020

Inpatient Notes: Realizing the Promises of Hospital Electronic Order Sets


JAMIA, 2020

OrderRex clinical user testing: a randomized trial of recommender system decision support on simulated cases

Annals of Internal Medicine, 2020

Research and Reporting Considerations for Observational Studies Using Electronic Health Record Data


AMIA Summits on Translational Science Proceedings, 2019

Neural Networks for Clinical Order Decision Support

JAMA Network Open, 2019

Prevalence and Predictability of Low-Yield Inpatient Laboratory Diagnostic Tests

BMJ Quality & Safety, 2019

When order sets do not align with clinician workflow: assessing practice patterns in the electronic health record

Intern Med, 2018

Acetaminophen or Tylenol? A Retrospective Analysis of Medication Digital Communication Practices

Journal of the American Medical Informatics Association, 2018

Impact of Problem-Based Charting on the Utilization and Accuracy of the Electronic Problem List

AMIA Summits on Translational Science Proceedings, 2018

Predicting Low Information Laboratory Diagnostic Tests

International Journal of Medical Informatics, 2017

Decaying Relevance of Clinical Data Towards Future Decisions in Data-Driven Inpatient Clinical Order Sets

JAMIA, 2017

Predicting Inpatient Clinical Order Patterns with Probabilistic Topic Models vs. Conventional Order Sets

Med. Informatics Association, 2015

OrderRex: clinical order decision support and outcome predictions by data-mining electronic medical records

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