Matthew M. Churpek

Also affiliated with Wisconsin Division of Public Health

MedicineComputer Science

Pilot corpus only

This score is computed over theSindex pilot corpus and does not cover the full scientific literature. Scores are relative to papers we have ingested — papers, authors, and institutions outside the pilot are not represented. Methodology.

Top 3%percentile

1.7Author DataRank

Indexed papers

3in pilot corpus

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Why this DataRank?

An author's DataRank is the sum of the DataRanks of all 3 indexed papers attributed to them. A prolific author with many moderate-impact papers can outrank one with a single high-impact paper.

Author scores recompute whenever paper DataRanks are refreshed, so this number lags the underlying paper scores by at most one batch run.

Read the full methodology →

The highest-impact dataset this researcher has shared, ranked by DataRank — the single contribution doing the most to lift their data-sharing standing.

Creation of a data commons for substance misuse related health research through privacy-preserving patient record linkage between hospitals and state agencies

JAMIA Open(2023)10.1093/jamiaopen/ooad092

Top 32%

0.626DataRank

Top 32%13 citations

Madeline Oguss, Thomas Callaci, Timothy Gruenloh, Preeti Gupta, Claire Sun +13 more

Papers

Driven by 53 papers — median percentile 66. Top paper: “Use of artificial intelligence in critical care: opportunities and obstacles”.

Use of artificial intelligence in critical care: opportunities and obstacles

Critical Care(2024)10.1186/s13054-024-04860-z

N/A

2.5DataRank · unranked

138 citations

Armando Bedoya, Azra Bihorac, Leo Anthony Celi, Matthew M. Churpek, Nicoleta Economou-Zavlanos +9 more

Deployment 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 Medical Informatics(2023)10.2196/44977

N/A

1.1DataRank · unranked

43 citations

Sabrina Adelaine, Felice Resnik, Marlon P. Mundt, John Long, Margaret Leaf +14 more

Creation of a data commons for substance misuse related health research through privacy-preserving patient record linkage between hospitals and state agencies

JAMIA Open(2023)10.1093/jamiaopen/ooad092

Top 32%

0.626DataRank

Top 32%13 citations

Madeline Oguss, Thomas Callaci, Timothy Gruenloh, Preeti Gupta, Claire Sun +13 more

Development and external validation of multimodal postoperative acute kidney injury risk machine learning models

JAMIA Open(2023)10.1093/jamiaopen/ooad109

Top 34%

0.574DataRank

Top 34%12 citations

Jay L. Koyner, John Caskey, Alexandra B. Spicer, Kyle A. Carey, Emily Gilbert +5 more

Development and external validation of deep learning clinical prediction models using variable-length time series data

Journal of the American Medical Informatics Association(2024)10.1093/jamia/ocae088

Top 39%

0.494DataRank

Top 39%13 citations

Kyle A. Carey, Jennie Martin, Jay L. Koyner, Dana P. Edelson, Emily Gilbert +4 more

Multicenter Development and Validation of a Multimodal Deep Learning Model to Predict Moderate to Severe AKI

Clinical Journal of the American Society of Nephrology(2025)10.2215/cjn.0000000695

N/A

0.330DataRank · unranked

7 citations

Jennie Martin, Kyle A. Carey, John Caskey, Dana P. Edelson, Anoop Mayampurath +4 more

Comparison of machine learning clustering algorithms for detecting heterogeneity of treatment effect in acute respiratory distress syndrome: A secondary analysis of three randomised controlled trials

EBioMedicine(2021)10.1016/j.ebiom.2021.103697

N/A

0DataRank · unranked

60 citations

Alexandra B. Spicer, Kevin Delucchi, Daniel F. McAuley, Carolyn S. Calfee, Matthew M. Churpek +1 more

Between-center variation in high-priority listing status under the new heart allocation policy

American Journal of Transplantation(2021)10.1111/ajt.16614

N/A

0DataRank · unranked

39 citations

Kevin Chung, Allen S. Anderson, Robert D. Gibbons, Nikhil Narang, Matthew M. Churpek +2 more

Assessing the accuracy of the lung allocation score

The Journal of Heart and Lung Transplantation(2021)10.1016/j.healun.2021.10.015

N/A

0DataRank · unranked

19 citations

Nicole Dussault, Renea Jablonski, Edward R. Garrity, Matthew M. Churpek, William F. Parker

Comparison and interpretability of machine learning models to predict severity of chest injury

JAMIA Open(2021)10.1093/jamiaopen/ooab015

N/A

0DataRank · unranked

14 citations

Dmitriy Dligach, Cara Joyce, Richard Gonzalez, Ann P. O’Rourke, Joshua Glazer +5 more

The Impact of Vaccination to Control COVID-19 Burden in the United States: A Simulation Modeling Approach

medRxiv(2021)10.1101/2021.03.22.21254131

N/A

0DataRank · unranked

25 citations

Ajay K. Sethi, Brian W. Patterson, Matthew M. Churpek, Ghalib Alhanaee, Elizabeth Scaria +2 more

Development and multimodal validation of a substance misuse algorithm for referral to treatment using artificial intelligence (SMART-AI): a retrospective deep learning study

The Lancet Digital Health(2022)10.1016/s2589-7500(22)00041-3

N/A

0DataRank · unranked

57 citations

Brihat Sharma, Dmitriy Dligach, Madeline Oguss, Randall Brown, Neeraj Chhabra +6 more

Temperature Trajectory Subphenotypes in Oncology Patients with Neutropenia and Suspected Infection

American Journal of Respiratory and Critical Care Medicine(2022)10.1164/rccm.202205-0920oc

N/A

0DataRank · unranked

17 citations

Kyle A. Carey, Alice F. Bewley, Jeff Klaus, Brian M. Fuller, Dana P. Edelson +4 more

Predicting neurological outcomes after in-hospital cardiac arrests for patients with Coronavirus Disease 2019

Resuscitation(2022)10.1016/j.resuscitation.2022.07.018

N/A

0DataRank · unranked

8 citations

Fereshteh S. Bashiri, Raffi Hagopian, Laura Ruth Venable, Kyle A. Carey, Dana P. Edelson +2 more

Predicting outcome in acute respiratory admissions using patterns of National Early Warning Scores

Clinical Medicine(2022)10.7861/clinmed.2022-0074

N/A

0DataRank · unranked

8 citations

Tricia M. McKeever, Matthew M. Churpek, Sherif Gonem, Dominick Shaw, Sarah Forster

Hospital trajectories and early predictors of clinical outcomes differ between SARS-CoV-2 and influenza pneumonia

EBioMedicine(2022)10.1016/j.ebiom.2022.104295

N/A

0DataRank · unranked

10 citations

Sivasubramanium V. Bhavani, Aaloke Mody, Alice F. Bewley, Katherine Dittman, Aisling Doyle +11 more

Identifying COVID-19 Outbreaks From Contact-Tracing Interview Forms for Public Health Departments: Development of a Natural Language Processing Pipeline

JMIR Public Health and Surveillance(2022)10.2196/36119

N/A

0DataRank · unranked

5 citations

Iain McConnell, Madeline Oguss, Dmitriy Dligach, Xie Rachel Kulikoff, Brittany Grogan +7 more

Protocol for a Real-Time Electronic Health Record Implementation of a Natural Language Processing and Deep Learning Clinical Decision Support Tool: A Use-Case for an Opioid Misuse Screener in Hospitalized Adults

medRxiv(2022)10.1101/2022.12.04.22282990

N/A

0DataRank · unranked

0 citations

Sabrina Adelaine, Felice Resnik, Marlon P. Mundt, John Long, Margaret Leaf +14 more

Identifying molecular phenotypes in sepsis: an analysis of two prospective observational cohorts and secondary analysis of two randomised controlled trials

The Lancet Respiratory Medicine(2023)10.1016/s2213-2600(23)00237-0

N/A

0DataRank · unranked

200 citations

V. Eric Kerchberger, Andrew Willmore, Julia Chambers, Hanjing Zhuo, Jason Abbott +22 more

Comparison of time series clustering methods for identifying novel subphenotypes of patients with infection

Journal of the American Medical Informatics Association(2023)10.1093/jamia/ocad063

N/A

0DataRank · unranked

26 citations

Li Xiong, Abish Pius, Matthew W. Semler, Edward T. Qian, Philip A. Verhoef +4 more

Individualized Treatment Effects of Bougie versus Stylet for Tracheal Intubation in Critical Illness

American Journal of Respiratory and Critical Care Medicine(2023)10.1164/rccm.202209-1799oc

N/A

0DataRank · unranked

30 citations

Alexandra B. Spicer, Jonathan D. Casey, Kevin G. Buell, Edward T. Qian, Emma J. Graham Linck +19 more

DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing

Journal of Biomedical Informatics(2023)10.1016/j.jbi.2023.104286

N/A

0DataRank · unranked

23 citations

Dmitriy Dligach, Timothy A. Miller, John Caskey, Brihat Sharma, Matthew M. Churpek +2 more

Using Trajectories of Bedside Vital Signs to Identify COVID-19 Subphenotypes

CHEST Journal(2023)10.1016/j.chest.2023.09.020

N/A

0DataRank · unranked

12 citations

Chad Robichaux, Philip A. Verhoef, Matthew M. Churpek, Craig M. Coopersmith, Sivasubramanium V. Bhavani

Accuracy of models to prognosticate survival after surgery for pancreatic cancer in the era of neoadjuvant therapy

Journal of Surgical Oncology(2023)10.1002/jso.27287

N/A

0DataRank · unranked

10 citations

William F. Parker, Alexander A. Parikh, Jashodeep Datta, Shishir K. Maithel, David A. Kooby +7 more

Progress Note Understanding — Assessment and Plan Reasoning: Overview of the 2022 N2C2 Track 3 shared task

Journal of Biomedical Informatics(2023)10.1016/j.jbi.2023.104346

N/A

0DataRank · unranked

5 citations

Dmitriy Dligach, Timothy A. Miller, Matthew M. Churpek, Özlem Uzuner, Majid Afshar +1 more

Identifying Young Adults at High Risk for Weight Gain Using Machine Learning

Journal of Surgical Research(2023)10.1016/j.jss.2023.05.015

N/A

0DataRank · unranked

4 citations

Jen Birstler, Lily Stalter, Dawda Jawara, Bret M. Hanlon, Lawrence P. Hanrahan +3 more

Using rapid response system trigger clusters to characterize patterns of clinical deterioration among hospitalized adult patients

Resuscitation(2023)10.1016/j.resuscitation.2023.110041

N/A

0DataRank · unranked

2 citations

Elizabeth A. Hunt, Nancy Perrin, Erin M. Spaulding, Bradford D. Winters, Laura Samuel +5 more

Leveraging Medical Knowledge Graphs Into Large Language Models for Diagnosis Prediction: Design and Application Study

arXiv (Cornell University)(2023)10.48550/arxiv.2308.14321

N/A

0DataRank · unranked

9 citations

Ruizhe Li, Croxford, Emma, John Caskey, Patterson, Brian W, Matthew M. Churpek +4 more

Early Warning Scores With and Without Artificial Intelligence

JAMA Network Open(2024)10.1001/jamanetworkopen.2024.38986

N/A

0DataRank · unranked

76 citations

Matthew M. Churpek, Kyle A. Carey, Zhenqiu Lin, Chenxi Huang, Jonathan Siner +4 more

Leveraging Medical Knowledge Graphs Into Large Language Models for Diagnosis Prediction: Design and Application Study

JMIR AI(2024)10.2196/58670

N/A

0DataRank · unranked

74 citations

Ruizhe Li, Emma Croxford, John Caskey, Brian W. Patterson, Matthew M. Churpek +4 more

Lessons learned on information retrieval in electronic health records: a comparison of embedding models and pooling strategies

Journal of the American Medical Informatics Association(2024)10.1093/jamia/ocae308

N/A

0DataRank · unranked

11 citations

Timothy A. Miller, Yanjun Gao, Matthew M. Churpek, Anoop Mayampurath, Dmitriy Dligach +2 more

Toward Precision in Critical Care Research: Methods for Observational and Interventional Studies

Critical Care Medicine(2024)10.1097/ccm.0000000000006371

N/A

0DataRank · unranked

13 citations

Ewan C. Goligher, Matthew W. Semler, Matthew M. Churpek, Emma Graham

Uncertainty estimation in diagnosis generation from large language models: next-word probability is not pre-test probability

JAMIA Open(2024)10.1093/jamiaopen/ooae154

N/A

0DataRank · unranked

9 citations

Skatje Myers, Shan Chen, Dmitriy Dligach, Timothy A. Miller, Danielle S. Bitterman +5 more

Multicenter Development and Prospective Validation of eCARTv5: A Gradient Boosted Machine Learning Early Warning Score

medRxiv(2024)10.1101/2024.03.18.24304462

N/A

0DataRank · unranked

6 citations

Kyle A. Carey, Ashley Snyder, Christopher Winslow, Emily Gilbert, Nirav Shah +7 more

When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications?

PubMed(2024)10.18653/v1/2024.findings-emnlp.311

N/A

0DataRank · unranked

5 citations

Skatje Myers, Shan Chen, Dmitriy Dligach, Timothy A. Miller, Danielle S. Bitterman +3 more

Toward Digital Twins in the Intensive Care Unit: A Medication Management Case Study

medRxiv(2024)10.1101/2024.12.20.24319170

N/A

0DataRank · unranked

1 citations

Majid Afshar, M. Samie Tootooni, Timothy S. Miller, Matthew M. Churpek, Yanjun Gao +2 more

Outcomes and Cost-Effectiveness of an EHR-Embedded AI Screener for Identifying Hospitalized Adults at Risk for Opioid Use Disorder

Research Square(2024)10.21203/rs.3.rs-5200964/v1

N/A

0DataRank · unranked

0 citations

Felice Resnik, Cara Joyce, Madeline Oguss, Dmitriy Dligach, Elizabeth S. Burnside +8 more

Lessons Learned on Information Retrieval in Electronic Health Records: A Comparison of Embedding Models and Pooling Strategies

arXiv (Cornell University)(2024)10.48550/arxiv.2409.15163

N/A

0DataRank · unranked

0 citations

T. Miller, Yanjun Gao, Matthew M. Churpek, Anoop Mayampurath, Dmitriy Dligach +2 more

Position Paper On Diagnostic Uncertainty Estimation from Large Language Models: Next-Word Probability Is Not Pre-test Probability

arXiv (Cornell University)(2024)10.48550/arxiv.2411.04962

N/A

0DataRank · unranked

0 citations

Skatje Myers, Shan Chen, Dmitriy Dligach, Timothy A. Miller, Danielle S. Bitterman +5 more

Evidence-based personalised medicine in critical care: a framework for quantifying and applying individualised treatment effects in patients who are critically ill

The Lancet Respiratory Medicine(2025)10.1016/s2213-2600(25)00054-2

N/A

0DataRank · unranked

35 citations

Alexandra B. Spicer, Andrea Castellví-Font, Ann A. Zalucky, José Dianti, Emma Graham Linck +51 more

Evaluating clinical AI summaries with large language models as judges

npj Digital Medicine(2025)10.1038/s41746-025-02005-2

N/A

0DataRank · unranked

26 citations

Yanjun Gao, Elliot First, Nicholas Pellegrino, Miranda Schnier, John Caskey +12 more

Association of the 2018 U.S. Heart Allocation Policy Change and the Survival Benefit of Heart Transplantation

JACC Heart Failure(2025)10.1016/j.jchf.2025.02.026

N/A

0DataRank · unranked

3 citations

Robert D. Gibbons, Allen S. Anderson, Kiran K. Khush, K. Chhikara, Matthew M. Churpek +2 more

Individualised treatment effects of enhanced early mobilisation in mechanically ventilated patients: a secondary analysis of the TEAM trial

Intensive Care Medicine(2025)10.1007/s00134-025-08217-0

N/A

0DataRank · unranked

3 citations

Alexandra B. Spicer, Tessa Broadley, Michael Bailey, Rinaldo Bellomo, Kathy Brickell +20 more

Comparison of Chart Review and Administrative Data in Developing Predictive Models for Readmissions in Chronic Obstructive Pulmonary Disease

Chronic Obstructive Pulmonary Diseases Journal of the COPD Foundation(2025)10.15326/jcopdf.2024.0542

N/A

0DataRank · unranked

2 citations

M. Hermsen, Matthew Bonomo, Samuel Kaskovich, Maximilian J Hemmrich, Kyle A. Carey +5 more

MoMA: a mixture-of-multimodal-agents architecture for enhancing clinical prediction modelling

npj Digital Medicine(2025)10.1038/s41746-025-02219-4

N/A

0DataRank · unranked

1 citations

Md Mahmudur Rahman, John Caskey, Madeline Oguss, Ann P. O’Rourke, Randall Brown +6 more

Comparison of Multimodal Deep Learning Approaches for Predicting Clinical Deterioration in Ward Patients

medRxiv(2025)10.1101/2025.03.06.25322855

N/A

0DataRank · unranked

1 citations

Jennifer Martin, Kyle A. Carey, Dana P. Edelson, Dmitriy Dligach, Anoop Mayampurath +3 more

Comparison of Early Warning Scoring Systems for Hospitalized Patients With and Without Infection at Risk for In-Hospital Mortality and Transfer to the Intensive Care Unit

JAMA Network Open(2020)10.1001/jamanetworkopen.2020.5191

N/A

0DataRank · unranked

173 citations

Yun Lu, Kyle A. Carey, Emily Gilbert, Majid Afshar, Mary Akel +8 more

Detecting Stigmatizing Language in Clinical Notes with Large Language Models for Addiction Care

medRxiv(2025)10.1101/2025.08.08.25333315

N/A

0DataRank · unranked

0 citations

John Caskey, Yanjun Gao, Matthew M. Churpek, Timothy A. Miller, Anoop Mayampurath +4 more

Practice Changes at U.S. Transplant Centers After the New Adult Heart Allocation Policy

Journal of the American College of Cardiology(2020)10.1016/j.jacc.2020.01.066

N/A

0DataRank · unranked

119 citations

Kevin Chung, Allen S. Anderson, Mark Siegler, Elbert S. Huang, Matthew M. Churpek +1 more

Novel Temperature Trajectory Subphenotypes in COVID-19

CHEST Journal(2020)10.1016/j.chest.2020.07.027

N/A

0DataRank · unranked

29 citations

Elbert S. Huang, Philip A. Verhoef, Matthew M. Churpek, Sivasubramanium V. Bhavani

Impact of Timing of and Adherence to Social Distancing Measures on COVID-19 Burden in the US: A Simulation Modeling Approach

medRxiv(2020)10.1101/2020.06.07.20124859

N/A

0DataRank · unranked

23 citations

Ajay K. Sethi, Brian W. Patterson, Matthew M. Churpek, Nasia Safdar, Oğuzhan Alagöz

Sharing 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*

Critical Care Medicine(2021)10.1097/ccm.0000000000004916

N/A

0DataRank · unranked

265 citations

Jan M. Peppink, Ronald H. Driessen, Eric J.G. Sijbrands, Erwin J. O. Kompanje, Lewis J. Kaplan +10 more

The impact of vaccination to control COVID-19 burden in the United States: A simulation modeling approach

PLoS ONE(2021)10.1371/journal.pone.0254456

N/A

0DataRank · unranked

94 citations

Ajay K. Sethi, Brian W. Patterson, Matthew M. Churpek, Ghalib Alhanaee, Elizabeth Scaria +2 more

Matthew M. Churpek

Indexed papers

Top data-sharing exemplar

Papers