Publications by authors named "Matthew Ruppert"

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Predicting Acute Kidney Injury with Nephrotoxic Burden in Non-Critical Patients: An Internal and External Validation Study.
Esra Adiyeke, Yuanfang Ren, Benjamin Shickel, Matthew M Ruppert, Ziyuan Guan

Kidney360· November 2025

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Equipping mathematical models for hospital dynamics using information theory.
Jeremy A Balch, Jackson G Brandberg, Robert T Andris, Ian G Mesner, Daniel C Nametz, Matthew M Ruppert

NPJ Digit Med· November 2025

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Surgical ICU Admission Criteria: A Scoping Review.
Kenneth L Abbott, Philip Hong, Matthew M Ruppert, Purvi P Patel, Philip A Efron

Crit Care Explor· July 2025

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Learning optimal treatment strategies for intraoperative hypotension using deep reinforcement learning.
Esra Adiyeke, Tianqi Liu, Venkata Sai Dheeraj Naganaboina, Han Li, Tyler J Loftus, Matthew M Ruppert

ArXiv· May 2025

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Risk-Specific Training Cohorts to Address Class Imbalance in Surgical Risk Prediction.
Jeremy A Balch, Matthew M Ruppert, Ziyuan Guan, Timothy R Buchanan, Kenneth L Abbott

JAMA Surg· December 2024

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Electronic Health Record Data Quality and Performance Assessments: Scoping Review.
Yordan P Penev, Timothy R Buchanan, Matthew M Ruppert, Michelle Liu, Ramin Shekouhi

JMIR Med Inform· November 2024

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Community-engaged artificial intelligence research: A scoping review.
Tyler J Loftus, Jeremy A Balch, Kenneth L Abbott, Die Hu, Matthew M Ruppert

PLOS Digit Health· August 2024

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Intraoperative hypotension and postoperative acute kidney injury: A systematic review.
Yordan Penev, Matthew M Ruppert, Ahmet Bilgili, Youlei Li, Raiya Habib

Am J Surg· June 2024

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Association of Sociodemographic Factors With Overtriage, Undertriage, and Value of Care After Major Surgery.
Tyler J Loftus, Matthew M Ruppert, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Jeremy A Balch

Ann Surg Open· June 2024

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Identifying acute illness phenotypes via deep temporal interpolation and clustering network on physiologic signatures.
Yuanfang Ren, Yanjun Li, Tyler J Loftus, Jeremy Balch, Kenneth L Abbott, Matthew M Ruppert

Sci Rep· April 2024

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Development and validation of a race-agnostic computable phenotype for kidney health in adult hospitalized patients.
Tezcan Ozrazgat-Baslanti, Yuanfang Ren, Esra Adiyeke, Rubab Islam, Haleh Hashemighouchani, Matthew Ruppert

PLoS One· April 2024

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Clinical courses of acute kidney injury in hospitalized patients: a multistate analysis.
Esra Adiyeke, Yuanfang Ren, Ziyuan Guan, Matthew M Ruppert, Parisa Rashidi

Sci Rep· October 2023

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A deep learning-based dynamic model for predicting acute kidney injury risk severity in postoperative patients.
Esra Adiyeke, Yuanfang Ren, Matthew M Ruppert, Benjamin Shickel, Sandra L Kane-Gill

Surgery· September 2023

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Machine Learning-Enabled Clinical Information Systems Using Fast Healthcare Interoperability Resources Data Standards: Scoping Review.
Jeremy A Balch, Matthew M Ruppert, Tyler J Loftus, Ziyuan Guan, Yuanfang Ren

JMIR Med Inform· August 2023

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Retrospective value assessment of a dedicated, trauma hybrid operating room.
Jeremy A Balch, Tyler J Loftus, Matthew M Ruppert, Martin D Rosenthal, Alicia M Mohr

J Trauma Acute Care Surg· June 2023

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Clinical Courses of Acute Kidney Injury in Hospitalized Patients: A Multistate Analysis.
Esra Adiyeke, Yuanfang Ren, Ziyuan Guan, Matthew M Ruppert, Parisa Rashidi

ArXiv· March 2023

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Overtriage, Undertriage, and Value of Care after Major Surgery: An Automated, Explainable Deep Learning-Enabled Classification System.
Tyler J Loftus, Matthew M Ruppert, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Jeremy A Balch

J Am Coll Surg· February 2023

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Building an automated, machine learning-enabled platform for predicting post-operative complications.
Jeremy A Balch, Matthew M Ruppert, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Patrick J Tighe

Physiol Meas· February 2023

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Dynamic predictions of postoperative complications from explainable, uncertainty-aware, and multi-task deep neural networks.
Benjamin Shickel, Tyler J Loftus, Matthew Ruppert, Gilbert R Upchurch, Tezcan Ozrazgat-Baslanti

Sci Rep· January 2023

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Predictive Modeling for Readmission to Intensive Care: A Systematic Review.
Matthew M Ruppert, Tyler J Loftus, Coulter Small, Han Li, Tezcan Ozrazgat-Baslanti

Crit Care Explor· January 2023

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A framework for a consistent and reproducible evaluation of manual review for patient matching algorithms.
Agrayan K Gupta, Suranga N Kasthurirathne, Huiping Xu, Xiaochun Li, Matthew M Ruppert

J Am Med Inform Assoc· November 2022

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Federated learning for preserving data privacy in collaborative healthcare research.
Tyler J Loftus, Matthew M Ruppert, Benjamin Shickel, Tezcan Ozrazgat-Baslanti, Jeremy A Balch

Digit Health· October 2022

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Physiologic signatures within six hours of hospitalization identify acute illness phenotypes.
Yuanfang Ren, Tyler J Loftus, Yanjun Li, Ziyuan Guan, Matthew M Ruppert

PLOS Digit Health· October 2022

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Uncertainty-aware deep learning in healthcare: A scoping review.
Tyler J Loftus, Benjamin Shickel, Matthew M Ruppert, Jeremy A Balch, Tezcan Ozrazgat-Baslanti

PLOS Digit Health· August 2022

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Ideal algorithms in healthcare: Explainable, dynamic, precise, autonomous, fair, and reproducible.
Tyler J Loftus, Patrick J Tighe, Tezcan Ozrazgat-Baslanti, John P Davis, Matthew M Ruppert

PLOS Digit Health· January 2022

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