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Author Details

Matthew M Churpek
University of Wisconsin-Madison
2000
159
39
PMIDPaper TitleJournal TitlePublished Year
37782415Association of Neighborhood Disadvantage with Short- and Long-Term Outcomes After Pancreatectomy for Pancreatic Ductal Adenocarcinoma.Ann Surg Oncol2024
37748574Using Trajectories of Bedside Vital Signs to Identify COVID-19 Subphenotypes.Chest2024
36449534Temperature Trajectory Subphenotypes in Oncology Patients with Neutropenia and Suspected Infection.Am J Respir Crit Care Med2023
37633303Identifying molecular phenotypes in sepsis: an analysis of two prospective observational cohorts and secondary analysis of two randomised controlled trials.Lancet Respir Med2023
37583489Overview of the Problem List Summarization (ProbSum) 2023 Shared Task on Summarizing Patients' Active Diagnoses and Problems from Electronic Health Record Progress Notes.Proc Conf Assoc Comput Linguist Meet2023
37942470Creation of a data commons for substance misuse related health research through privacy-preserving patient record linkage between hospitals and state agencies.JAMIA Open2023
37492270Multi-Task Training with In-Domain Language Models for Diagnostic Reasoning.Proc Conf Assoc Comput Linguist Meet2023
37125670National Early Warning Score Deployment in a Veterans Affairs Facility: A Quality Improvement Initiative and Analysis.Am J Med Qual2023
37061012Progress Note Understanding - Assessment and Plan Reasoning: Overview of the 2022 N2C2 Track 3 shared task.J Biomed Inform2023
37052549The Accuracy of Initial U.S. Heart Transplant Candidate Rankings.JACC Heart Fail2023
37079367Deployment of Real-time Natural Language Processing and Deep Learning Clinical Decision Support in the Electronic Health Record: Pipeline Implementation for an Opioid Misuse Screener in Hospitalized Adults.JMIR Med Inform2023
37043759Comparison of time series clustering methods for identifying novel subphenotypes of patients with infection.J Am Med Inform Assoc2023
37378460Analysis of Protein Biomarkers From Hospitalized COVID-19 Patients Reveals Severity-Specific Signatures and Two Distinct Latent Profiles With Differential Responses to Corticosteroids.Crit Care Med2023
37073788Accuracy of models to prognosticate survival after surgery for pancreatic cancer in the era of neoadjuvant therapy.J Surg Oncol2023
37329635Identifying Young Adults at High Risk for Weight Gain Using Machine Learning.J Surg Res2023
36877594Individualized Treatment Effects of Bougie versus Stylet for Tracheal Intubation in Critical Illness.Am J Respir Crit Care Med2023
36735931Conditional Treatment Effect Analysis of Two Infusion Rates for Fluid Challenges in Critically Ill Patients: A Secondary Analysis of Balanced Solution versus Saline in Intensive Care Study (BaSICS) Trial.Ann Am Thorac Soc2023
36798369Using rapid response system trigger clusters to characterize patterns of clinical deterioration among hospitalized adult patients.medRxiv2023
36706848DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing.J Biomed Inform2023
34802876Assessing the accuracy of the lung allocation score.J Heart Lung Transplant2022
35835679Is it too soon to abandon all hope of useful post-transplant predictions in thoracic transplantation? Reply to: Expecting the unexpected, and prioritizing the predictable.J Heart Lung Transplant2022
35452010The Impact of a Machine Learning Early Warning Score on Hospital Mortality: A Multicenter Clinical Intervention Trial.Crit Care Med2022
35623797Development and multimodal validation of a substance misuse algorithm for referral to treatment using artificial intelligence (SMART-AI): a retrospective deep learning study.Lancet Digit Health2022
35387624Comparison of early warning scores for predicting clinical deterioration and infection in obstetric patients.BMC Pregnancy Childbirth2022
35446816Development and External Validation of a Machine Learning Model for Prediction of Potential Transfer to the PICU.Pediatr Crit Care Med2022
36507806Predicting outcome in acute respiratory admissions using patterns of National Early Warning Scores.Clin Med (Lond)2022
36248315Association Between Critical Events in the PICU and Outcomes in Neighboring Patients.Crit Care Explor2022
35939277Hierarchical Annotation for Building A Suite of Clinical Natural Language Processing Tasks: Progress Note Understanding.LREC Int Conf Lang Resour Eval2022
35869954Identifying infected patients using semi-supervised and transfer learning.J Am Med Inform Assoc2022
35868590Predicting neurological outcomes after in-hospital cardiac arrests for patients with Coronavirus Disease 2019.Resuscitation2022
36202054Hospital trajectories and early predictors of clinical outcomes differ between SARS-CoV-2 and influenza pneumonia.EBioMedicine2022
36268128Summarizing Patients' Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models.Proc Int Conf Comput Ling2022
36299799Using Machine Learning to Predict Likelihood and Cause of Readmission After Hospitalization for Chronic Obstructive Pulmonary Disease Exacerbation.Int J Chron Obstruct Pulmon Dis2022
35923088A scoping review of publicly available language tasks in clinical natural language processing.J Am Med Inform Assoc2022
36152041Development and validation of novel sepsis subphenotypes using trajectories of vital signs.Intensive Care Med2022
35190478Endotracheal Tube Size Is Associated With Mortality in Patients With Status Asthmaticus.Respir Care2022
35100194Coronavirus Disease 2019 Temperature Trajectories Correlate With Hyperinflammatory and Hypercoagulable Subphenotypes.Crit Care Med2022
35308909Bias Assessment and Correction in Machine Learning Algorithms: A Use-Case in a Natural Language Processing Algorithm to Identify Hospitalized Patients with Unhealthy Alcohol Use.AMIA Annu Symp Proc2022
35308901The Addition of United States Census-Tract Data Does Not Improve the Prediction of Substance Misuse.AMIA Annu Symp Proc2022
35144241Identifying COVID-19 Outbreaks From Contact-Tracing Interview Forms for Public Health Departments: Development of a Natural Language Processing Pipeline.JMIR Public Health Surveill2022
35026177Validation and utility of ARDS subphenotypes identified by machine-learning models using clinical data: an observational, multicohort, retrospective analysis.Lancet Respir Med2022
35234884Association of COVID-19 Infection With Survival After In-Hospital Cardiac Arrest Among US Adults.JAMA Netw Open2022
35324453Correction: Identifying COVID-19 Outbreaks From Contact-Tracing Interview Forms for Public Health Departments: Development of a Natural Language Processing Pipeline.JMIR Public Health Surveill2022
34406171Comparison of Machine Learning Methods for Predicting Outcomes After In-Hospital Cardiac Arrest.Crit Care Med2022
33075389Variation in Best Practice Measures in Patients With Severe Hospital-Acquired Acute Kidney Injury: A Multicenter Study.Am J Kidney Dis2021
33791738The Impact of Vaccination to Control COVID-19 Burden in the United States: A Simulation Modeling Approach.medRxiv2021
33625129Sharing ICU Patient Data Responsibly Under the Society of Critical Care Medicine/European Society of Intensive Care Medicine Joint Data Science Collaboration: The Amsterdam University Medical Centers Database (AmsterdamUMCdb) Example.Crit Care Med2021
33709067Comparison and interpretability of machine learning models to predict severity of chest injury.JAMIA Open2021
33864733Between-center variation in high-priority listing status under the new heart allocation policy.Am J Transplant2021
33891529Hospital-Level Variation in Death for Critically Ill Patients with COVID-19.Am J Respir Crit Care Med2021
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Collaborators

Dmitriy Dligach
Loyola University
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Anoop Mayampurath
University of Wisconsin-Madison
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Cara Joyce
Loyola University
Co-authored papers 10
Patrick G Lyons
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Co-authored papers 9
Pratik Sinha
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Timothy Miller
Boston Children's Hospital, Harvard Medical School.
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Matthew W Semler
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Michael D Howell
Google Health
Co-authored papers 6
Craig M Coopersmith
Emory University
Co-authored papers 5
Carolyn S Calfee
University of California San Francisco
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Nirav S Shah
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Nasia Safdar
William S. Middleton Memorial Veterans' Hospital
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Lazaro N Sanchez-Pinto
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Chad Robichaux
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Edward T Qian
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David O Meltzer
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Susan Rea
Intermountain Medical Center
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Aleksandra Leligdowicz
Cardiovascular Research Institute, University of California san francisco
Co-authored papers 2
Markos G Kashiouris
Virginia Commonwealth University
Co-authored papers 2
Vincent X Liu
Kaiser Permanente
Co-authored papers 2
Michael A Matthay
Cardiovascular Research Institute, University of California san francisco
Co-authored papers 2
Ramon Durazo-Arvizu
Co-authored papers 2
Mary-Claire King
University of Washington
Co-authored papers 2
Samuel L Volchenboum
University of Chicago
Co-authored papers 2
Chirag R Parikh
Johns Hopkins University School of Medicine
Co-authored papers 2
Shruti Gupta
Brigham and Women's Hospital
Co-authored papers 2
Ming K Lee
University of Washington
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Release 1.2