Matthew M. Churpek

Multicenter Comparison of Machine Learning Methods and Conventional Regression for Predicting Clinical Deterioration on the Wards

2016 · 646 Zit. · Critical Care Medicine

Big Data and Data Science in Critical Care

2018 · 289 Zit. · CHEST Journal

Comparison of variable selection methods for clinical predictive modeling

2018 · 275 Zit. · International Journal of Medical Informatics

Use of artificial intelligence in critical care: opportunities and obstacles

2024 · 119 Zit. · Critical Care

Bias and fairness assessment of a natural language processing opioid misuse classifier: detection and mitigation of electronic health record data disadvantages across racial subgroups

2021 · 79 Zit. · Journal of the American Medical Informatics Association

The Impact of a Machine Learning Early Warning Score on Hospital Mortality: A Multicenter Clinical Intervention Trial

2022 · 63 Zit. · Critical Care Medicine

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

2024 · 52 Zit. · JMIR AI

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

2023 · 41 Zit. · JMIR Medical Informatics

A scoping review of publicly available language tasks in clinical natural language processing

2022 · 27 Zit. · Journal of the American Medical Informatics Association

Combining patient visual timelines with deep learning to predict mortality

2019 · 25 Zit. · PLoS ONE

Evaluating clinical AI summaries with large language models as judges

2025 · 18 Zit. · npj Digital Medicine

Machine Learning for Predicting Critical Events Among Hospitalized Children

2025 · 17 Zit. · JAMA Network Open

Automating Evaluation of AI Text Generation in Healthcare with a Large Language Model (LLM)-as-a-Judge

2025 · 14 Zit. · medRxiv

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

2024 · 10 Zit. · Journal of the American Medical Informatics Association

Prompt engineering with a large language model to assist providers in responding to patient inquiries: a real-time implementation in the electronic health record.

2024 · 9 Zit. · PubMed