Colin G. Walsh

Publication Activity (10 Years)

Years Active: 2012-2022
Publications (10 Years): 28

Top Topics

Clinical Setting

Prediction Model

Top Venues

J. Biomed. Informatics

J. Am. Medical Informatics Assoc.

Frontiers Digit. Health

Publications

Robert A. Becker, Allison B. McCoy, Colin G. Walsh
Prospective Validation of a Suicide Attempt Risk Model in Transgender Patients. AMIA (2022)
Sharon E. Davis, Colin G. Walsh, Michael E. Matheny
Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings. Frontiers Digit. Health 4 (2022)
Barrett Jones, Colin G. Walsh
Modeling association between clinician interventions and outcomes in Major Depressive Disorder with observational electronic health record data. AMIA (2022)
Katherine Lee, Colin G. Walsh
Predictive Modeling of Healthcare Utilization Metrics Identifies Adult Patients at High Risk for Suicide Attempt in the Primary Care Setting. AMIA (2021)
Michael Ripperger, Sarah C. Lotspeich, Drew Wilimitis, Carrie E. Fry, Allison Roberts, Matthew C. Lenert, Charlotte Cherry, Sanura Latham, Katelyn Robinson, Qingxia Chen, Melissa McPheeters, Ben Tyndall, Colin G. Walsh
Ensemble learning to predict opioid-related overdose using statewide prescription drug monitoring program and hospital discharge data in the state of Tennessee. J. Am. Medical Informatics Assoc. 29 (1) (2021)
Kim M. Unertl, Colin G. Walsh, Ellen Wright Clayton
Combatting human trafficking in the United States: how can medical informatics help? J. Am. Medical Informatics Assoc. 28 (2) (2021)
Barrett Jones, Colin G. Walsh
Unsupervised characterization of Major Depressive Disorder medication treatment pathways. AMIA (2021)
Michael Ripperger, Drew Wilimitis, William W. Stead, Kevin B. Johnson, Colin G. Walsh
Action-oriented Artificial Intelligence for Suicide Risk Prediction: Prospective EHR-based Validation in a Large Clinical System. AMIA (2021)
Drew Wilimitis, Robert W. Turer, Michael Ripperger, Allison B. McCoy, Sarah H. Sperry, Colin G. Walsh
Complementing Automated Risk Prediction with Face-to-face Screening Improves Suicide Risk Prediction. AMIA (2021)
William R. Hersh, Gretchen P. Jackson, Marc S. Williams, Colin G. Walsh, David A. Dorr
Translational Research of Machine Learning and Artificial Intelligence Advances in Clinical Settings - Experiences and Challenges. AMIA (2020)
Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
A Surveillance Framework for Monitoring and Updating Clinical Prediction Models. AMIA (2020)
Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
Detection of calibration drift in clinical prediction models to inform model updating. J. Biomed. Informatics 112 (2020)
Matthew C. Lenert, Randolph A. Miller, Yevgeniy Vorobeychik, Colin G. Walsh
A method for analyzing inpatient care variability through physicians' orders. J. Biomed. Informatics 91 (2019)
Christopher A. Puchi, Ben Tyndall, Melissa McPheeters, Colin G. Walsh
Testing the Feasibility of an Academic-State Partnership to Combat the Opioid Epidemic in Tennessee Through Predictive Analytics. AMIA (2019)
Sharon E. Davis, Robert A. Greevy Jr., Christopher Fonnesbeck, Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
A nonparametric updating method to correct clinical prediction model drift. J. Am. Medical Informatics Assoc. 26 (12) (2019)
Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
Comparison of Prediction Model Performance Updating Protocols: Using a Data-Driven Testing Procedure to Guide Updating. AMIA (2019)
John Angiolillo, S. Trent Rosenbloom, Melissa McPheeters, G. Seibert Tregoning, Russell L. Rothman, Colin G. Walsh
Maintaining automated measurement of Choosing Wisely adherence across the ICD 9 to 10 transition. J. Biomed. Informatics 93 (2019)
Matthew C. Lenert, Michael E. Matheny, Colin G. Walsh
Explicit causal reasoning is preferred, but not necessary for pragmatic value. J. Am. Medical Informatics Assoc. 26 (12) (2019)
Matthew C. Lenert, Michael E. Matheny, Colin G. Walsh
Prognostic models will be victims of their own success, unless... J. Am. Medical Informatics Assoc. 26 (12) (2019)
Matthew C. Lenert, Colin G. Walsh, Randolph A. Miller
Discovering hidden knowledge through auditing clinical diagnostic knowledge bases. J. Biomed. Informatics 84 (2018)
Laurie L. Novak, Rupa S. Valdez, Colin G. Walsh, Hojjat Salmasian, Eleanor Wynn
The Intersection of Data Science, People, and Organizations in Health Care: An Interactive Discussion of Challenges and Solutions. AMIA (2018)
Matthew C. Lenert, Colin G. Walsh
Balancing Performance and Interpretability: Selecting Features with Bootstrapped Ridge Regression. AMIA (2018)
Lisa V. Grossman, Rollin R. Reeder, Colin G. Walsh, Devan Kansagara, David K. Vawdrey, Hojjat Salmasian
Critical Appraisal of Models for Prediction of Readmission (CAMPR): A Quality Tool to Assess Models that Predict Hospital Readmissions. AMIA (2017)
Colin G. Walsh, Kavya Sharman, George Hripcsak
Beyond discrimination: A comparison of calibration methods and clinical usefulness of predictive models of readmission risk. J. Biomed. Informatics 76 (2017)
Matthew C. Lenert, Dara Eckerle Mize, Colin G. Walsh
X Marks the Spot: Mapping Similarity Between Clinical Trial Cohorts and US Counties. AMIA (2017)
Colin G. Walsh, S. Trent Rosenbloom
Choosing Wisely Using ICD10: The impact of the ICD10 Transition on Prevalence and Cost Estimates of Low Value Healthcare Services. AMIA (2016)
Dara Eckerle Mize, Mia A. Levy, Shubhada Jagasia, Colin G. Walsh
An Analysis of Readmission Events Over Time in Patients with Type 2 Diabetes. AMIA (2016)
Robert Moskovitch, Colin G. Walsh, Fei Wang, George Hripcsak, Nicholas P. Tatonetti
Outcomes Prediction via Time Intervals Related Patterns. ICDM (2015)
David K. Vawdrey, Colin G. Walsh, Peter D. Stetson
An Integrated Billing Application to Streamline Clinician Workflow. AMIA (2014)
Colin G. Walsh, George Hripcsak
The effects of data sources, cohort selection, and outcome definition on a predictive model of risk of thirty-day hospital readmissions. J. Biomed. Informatics 52 (2014)
Colin G. Walsh, David K. Vawdrey, Peter D. Stetson, Matthew R. Fred, George Hripcsak
Enabling claims-based decision support through non-interruptive capture of admission diagnoses and provider billing codes. AMIA (2014)
Daniel M. Stein, Eugenia Siegler, David K. Vawdrey, Marc Sturm, Niloo Sobhani, Soumitra Sengupta, Colin G. Walsh, Gilad J. Kuperman
Physician Know Thyself: EHRs and the Quantified Clinician. AMIA (2013)
Colin G. Walsh, Peter D. Stetson
EHR on the Move: Resident Physician Perceptions of iPads and the Clinical Workflow. AMIA (2012)