Publications by authors named "Anoop Mayampurath"

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MoMA: a mixture-of-multimodal-agents architecture for enhancing clinical prediction modelling.
Jifan Gao, Mahmudur Rahman, John Caskey, Madeline Oguss, Ann O'Rourke, Anoop Mayampurath

NPJ Digit Med· December 2025

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Evaluating clinical AI summaries with large language models as judges.
Emma Croxford, Yanjun Gao, Elliot First, Nicholas Pellegrino, Miranda Schnier, Anoop Mayampurath

NPJ Digit Med· November 2025

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Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification.
Maya Kruse, Majid Afshar, Saksham Khatwani, Anoop Mayampurath, Guanhua Chen

Proc Conf Empir Methods Nat Lang Process· November 2025

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Identification of Clinical Phenotypes Among People with HIV Using Electronic Health Record Data.
Anoop Mayampurath, Sheriff Isakka, Joseph A Mason, Samuel Nycklemoe, Eleanor E Friedman

AIDS Behav· October 2025

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Explaining alerts from a pediatric risk prediction model using clinical text.
Samuel Nycklemoe, Sriharsha Devarapu, Yanjun Gao, Kyle Carey, Nicholas Kuehnel, Anoop Mayampurath

J Am Med Inform Assoc· September 2025

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Integrating multiple data sources to predict all-cause readmission or mortality in patients with substance misuse.
Tim Gruenloh, Preeti Gupta, Askar Safipour Afshar, Madeline Oguss, Elizabeth Salisbury-Afshar, Anoop Mayampurath

PLOS Digit Health· September 2025

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Identification of neurological text markers associated with risk of stroke.
Anoop Mayampurath, Avery Rosado, Elida Romo, Philip Silberman, Jay Patel

J Stroke Cerebrovasc Dis· August 2025

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Artificial intelligence-driven decision support for patients with acute respiratory failure: a scoping review.
Preeti Gupta, Alex K Pearce, Thaidan Pham, Michael Miller, Korey Brunetti, Anoop Mayampurath

Intensive Care Med Exp· August 2025

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Machine Learning-Driven Modeling to Predict Postdischarge Venous Thromboembolism After Pancreatectomy for Pancreas Cancer.
Kaleem S Ahmed, Sheriff M Issaka, Clayton T Marcinak, Sehar S Virani, Taylor Jaraczewski, Anoop Mayampurath

Ann Surg Oncol· June 2025

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Comparison of Multimodal Deep Learning Approaches for Predicting Clinical Deterioration in Ward Patients: Observational Cohort Study.
Charles A Kotula, Jennie Martin, Kyle A Carey, Dana P Edelson, Dmitriy Dligach, Anoop Mayampurath

J Med Internet Res· June 2025

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Automating Evaluation of AI Text Generation in Healthcare with a Large Language Model (LLM)-as-a-Judge.
Emma Croxford, Yanjun Gao, Elliot First, Nicholas Pellegrino, Miranda Schnier, Anoop Mayampurath

medRxiv· May 2025

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Age and Saving Lives in Crisis Standards of Care: A Multicenter Cohort Study of Triage Score Prognostic Accuracy.
Michael Hermsen, Patrick G Lyons, Govind Persad, Alice F Bewley, Chengsheng Mao, Anoop Mayampurath

Crit Care Explor· May 2025

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Development of a Human Evaluation Framework and Correlation with Automated Metrics for Natural Language Generation of Medical Diagnoses.
Emma Croxford, Yanjun Gao, Brian Patterson, Daniel To, Samuel Tesch, Anoop Mayampurath

AMIA Annu Symp Proc· May 2025

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Machine Learning for Predicting Critical Events Among Hospitalized Children.
Sierra Strutz, Huan Liang, Kyle Carey, Fereshteh Bashiri, Priti Jani, Anoop Mayampurath

JAMA Netw Open· May 2025

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Multicenter Development and Validation of a Multimodal Deep Learning Model to Predict Moderate to Severe AKI.
Jay L Koyner, Jennie Martin, Kyle A Carey, John Caskey, Dana P Edelson, Anoop Mayampurath

Clin J Am Soc Nephrol· April 2025

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Comparison of Multimodal Deep Learning Approaches for Predicting Clinical Deterioration in Ward Patients.
Charles A Kotula, Jennifer Martin, Kyle A Carey, Dana P Edelson, Dmitriy Dligach, Anoop Mayampurath

medRxiv· March 2025

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Lessons learned on information retrieval in electronic health records: a comparison of embedding models and pooling strategies.
Skatje Myers, Timothy A Miller, Yanjun Gao, Matthew M Churpek, Anoop Mayampurath

J Am Med Inform Assoc· February 2025

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Uncertainty estimation in diagnosis generation from large language models: next-word probability is not pre-test probability.
Yanjun Gao, Skatje Myers, Shan Chen, Dmitriy Dligach, Timothy Miller, Anoop Mayampurath

JAMIA Open· February 2025

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Machine Learning-Based Pediatric Early Warning Score: Patient Outcomes in a Pre- Versus Post-Implementation Study, 2019-2023.
Anoop Mayampurath, Kyle Carey, Brett Palama, Monica Gonzalez, Joe Reid

Pediatr Crit Care Med· February 2025

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Correction: Prior emergency medical services utilization is a risk factor for in-hospital death among patients with substance misuse: a retrospective cohort study.
Preeti Gupta, Anoop Mayampurath, Tim Gruenloh, Madeline Oguss, Askar Safipour Afshar

BMC Emerg Med· October 2024

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MRI and Clinical Variables for Prediction of Outcomes After Pediatric Severe Traumatic Brain Injury.
Peter A Ferrazzano, Susan Rebsamen, Aaron S Field, Aimee T Broman, Anoop Mayampurath

JAMA Netw Open· August 2024

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Prior emergency medical services utilization is a risk factor for in-hospital death among patients with substance misuse: a retrospective cohort study.
Preeti Gupta, Anoop Mayampurath, Tim Gruenloh, Madeline Oguss, Askar Safipour Afshar

BMC Emerg Med· July 2024

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Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models.
Jifan Gao, Guanhua Chen, Ann P O'Rourke, John Caskey, Kyle A Carey, Anoop Mayampurath

J Am Med Inform Assoc· May 2024

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Development and external validation of deep learning clinical prediction models using variable-length time series data.
Fereshteh S Bashiri, Kyle A Carey, Jennie Martin, Jay L Koyner, Dana P Edelson, Anoop Mayampurath

J Am Med Inform Assoc· May 2024

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Development of a Human Evaluation Framework and Correlation with Automated Metrics for Natural Language Generation of Medical Diagnoses.
Emma Croxford, Yanjun Gao, Brian Patterson, Daniel To, Samuel Tesch, Anoop Mayampurath

medRxiv· April 2024

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