MatthewChurpekMDMPH, PhD

PubMed

• Temperature Trajectory Subphenotypes in Oncology Patients with Neutropenia and Suspected Infection.
  Nicole S Benzoni, Kyle A Carey, Alice F Bewley, Jeff Klaus, Brian M Fuller, Dana P Edelson, Matthew M Churpek, Sivasubramanium V Bhavani, Patrick G Lyons> ;American journal of respiratory and critical care medicine. 2022 Nov 30
• Association Between Critical Events in the PICU and Outcomes in Neighboring Patients.
  Ahmed Arshad, Catherine Blandon, Kyle Carey, Philip Verhoef, Priti Jani, Samuel Volchenboum, Matthew Churpek, Anoop Mayampurath> ;Critical care explorations. 2022 Oct 1
• Predicting outcome in acute respiratory admissions using patterns of National Early Warning Scores.
  Sarah Forster, Tricia M McKeever, Matthew Churpek, Sherif Gonem, Dominick Shaw> ;Clinical medicine (London, England). 2022 Sep 1
• 2 citations
  The Impact of a Machine Learning Early Warning Score on Hospital Mortality: A Multicenter Clinical Intervention Trial.
  Christopher J Winslow, Dana P Edelson, Matthew M Churpek, Munish Taneja, Nirav S Shah, Avisek Datta, Chi-Hsiung Wang, Urmila Ravichandran, Patrick McNulty, Maureen Kha...> ;Critical care medicine. 2022 Sep 1
• Predicting neurological outcomes after in-hospital cardiac arrests for patients with Coronavirus Disease 2019.
  Anoop Mayampurath, Fereshteh Bashiri, Raffi Hagopian, Laura Venable, Kyle Carey, Dana Edelson, Matthew Churpek> ;Resuscitation. 2022 Sep 1
• Development and External Validation of a Machine Learning Model for Prediction of Potential Transfer to the PICU.
  Anoop Mayampurath, L Nelson Sanchez-Pinto, Emma Hegermiller, Amarachi Erondu, Kyle Carey, Priti Jani, Robert Gibbons, Dana Edelson, Matthew M Churpek> ;Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies. 2022 Jul 1
• Development and multimodal validation of a substance misuse algorithm for referral to treatment using artificial intelligence (SMART-AI): a retrospective deep learning...
  Majid Afshar, Brihat Sharma, Dmitriy Dligach, Madeline Oguss, Randall Brown, Neeraj Chhabra, Hale M Thompson, Talar Markossian, Cara Joyce, Matthew M Churpek, Niranjan...> ;The Lancet. Digital health. 2022 Jun 1
• Is it too soon to abandon all hope of useful post-transplant predictions in thoracic transplantation? Reply to: Expecting the unexpected, and prioritizing the predicta...
  Nicole E Dussault, Matthew M Churpek, William F Parker> ;The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation. 2022 Sep 1
• 1 citations
  Comparison of early warning scores for predicting clinical deterioration and infection in obstetric patients.
  David E Arnolds, Kyle A Carey, Lena Braginsky, Roxane Holt, Dana P Edelson, Barbara M Scavone, Matthew Churpek> ;BMC pregnancy and childbirth. 2022 Apr 6
• Validation and utility of ARDS subphenotypes identified by machine-learning models using clinical data: an observational, multicohort, retrospective analysis.
  Manoj V Maddali, Matthew Churpek, Tai Pham, Emanuele Rezoagli, Hanjing Zhuo, Wendi Zhao, June He, Kevin L Delucchi, Chunxue Wang, Nancy Wickersham, J Brennan McNeil, A...> ;The Lancet. Respiratory medicine. 2022 Apr 1
• Correction: Identifying COVID-19 Outbreaks From Contact-Tracing Interview Forms for Public Health Departments: Development of a Natural Language Processing Pipeline.
  John Caskey, Iain L McConnell, Madeline Oguss, Dmitriy Dligach, Rachel Kulikoff, Brittany Grogan, Crystal Gibson, Elizabeth Wimmer, Traci E DeSalvo, Edwin E Nyakoe-Nya...> ;JMIR public health and surveillance. 2022 Mar 24
• Identifying COVID-19 Outbreaks From Contact-Tracing Interview Forms for Public Health Departments: Development of a Natural Language Processing Pipeline.
  John Caskey, Iain L McConnell, Madeline Oguss, Dmitriy Dligach, Rachel Kulikoff, Brittany Grogan, Crystal Gibson, Elizabeth Wimmer, Traci E DeSalvo, Edwin E Nyakoe-Nya...> ;JMIR public health and surveillance. 2022 Mar 8
• Association of COVID-19 Infection With Survival After In-Hospital Cardiac Arrest Among US Adults.
  Saket Girotra, Maya L Chan, Monique Anderson Starks, Matthew Churpek, Paul S Chan> ;JAMA network open. 2022 Mar 1
• Endotracheal Tube Size Is Associated With Mortality in Patients With Status Asthmaticus.
  Markos G Kashiouris, Christopher D Chou, Yub Raj Sedhai, Randy Bitrus, Matthew M Churpek, Casey Cable, Michael L'Heureux, Arjun Mohan, Curtis N Sessler> ;Respiratory care. 2022 Mar 1
• 1 citations
  Coronavirus Disease 2019 Temperature Trajectories Correlate With Hyperinflammatory and Hypercoagulable Subphenotypes.
  Sivasubramanium V Bhavani, Philip A Verhoef, Cheryl L Maier, Chad Robichaux, William F Parker, Andre Holder, Rishikesan Kamaleswaran, May D Wang, Matthew M Churpek, Cr...> ;Critical care medicine. 2022 Feb 1
• Using Machine Learning to Predict Likelihood and Cause of Readmission After Hospitalization for Chronic Obstructive Pulmonary Disease Exacerbation.
  Matthew Bonomo, Michael G Hermsen, Samuel Kaskovich, Maximilian J Hemmrich, Juan C Rojas, Kyle A Carey, Laura Ruth Venable, Matthew M Churpek, Valerie G Press> ;International journal of chronic obstructive pulmonary disease. 2022 Jan 1
• 3 citations
  Comparison of machine learning clustering algorithms for detecting heterogeneity of treatment effect in acute respiratory distress syndrome: A secondary analysis of th...
  Pratik Sinha, Alexandra B. Spicer, Kevin L. Delucchi, Daniel F. McAuley, Carolyn S. Calfee, Matthew M. Churpek> ;EBioMedicine. 2021 Nov 30
• 7 citations
  Less is more: Detecting clinical deterioration in the hospital with machine learning using only age, heart rate, and respiratory rate.
  Mary Akel, Kyle A Carey, Christopher Winslow, Matthew M. Churpek, Dana P. Edelson> ;Resuscitation. 2021 Nov 1
• 3 citations
  Machine Learning Prediction of Death in Critically Ill Patients With Coronavirus Disease 2019.
  Matthew M. Churpek, Shruti Gupta, Alexandra B. Spicer, Salim S. Hayek, Anand Srivastava, Lili Chan, Michal L. Melamed, Samantha K. Brenner, Jared Radbel, Farah Madhani...> ;Critical care explorations. 2021 Aug 1
• 2 citations
  Comparison of Machine Learning Methods for Predicting Outcomes After In-Hospital Cardiac Arrest.
  Anoop Mayampurath, Raffi Hagopian, Laura Ruth Venable, Kyle A Carey, Dana P. Edelson, Matthew M. Churpek> ;Critical Care Medicine. 2021 Aug 18
• 4 citations
  Bias and fairness assessment of a natural language processing opioid misuse classifier: detection and mitigation of electronic health record data disadvantages across ...
  Hale M Thompson, Brihat Sharma, Sameer Bhalla, Randy A. Boley, Connor McCluskey, Dmitriy Dligach, Matthew M. Churpek, Niranjan S. Karnik, Majid Afshar> ;Journal of the American Medical Informatics Association. 2021 Oct 12
• Scratching the Surface of Clinical Deterioration With Deep Learning.
  Matthew M. Churpek, Dana P. Edelson> ;Critical Care Medicine. 2021 Aug 1
• 11 citations
  The impact of vaccination to control COVID-19 burden in the United States: A simulation modeling approach.
  Oguzhan Alagoz, Ajay K. Sethi, Brian W. Patterson, Matthew M. Churpek, Ghalib Alhanaee, Elizabeth Scaria, Nasia Safdar> ;PLOS ONE. 2021 Jul 14
• Safety and efficacy of catheter-directed therapy versus anticoagulation alone in a higher-risk acute pulmonary embolism population
  Andrew Putnam, Kyle A Carey, Alexandru Marginean, Anthony Serritella, Janet Friant, John E.A. Blair, Atman P. Shah, Sandeep Nathan, Matthew M. Churpek, Jonathan Paul> ;Journal of Thrombosis and Thrombolysis. 2021 May 25
• 6 citations
  Identifying High-Risk Subphenotypes and Associated Harms From Delayed Antibiotic Orders and Delivery.
  Xuan Han, Alexandra B. Spicer, Kyle A Carey, Emily R. Gilbert, Neda Laiteerapong, Nirav S. Shah, Christopher Winslow, Majid Afshar, Markos Kashiouris, Matthew M. Churpek> ;Critical Care Medicine. 2021 Apr 28
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Journal Articles

• Comparison of Variable Selection Methods for Clinical Predictive Modeling  
  Matthew Churpek, MD, ScienceDirect