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Author Details

Colin G Walsh
Vanderbilt University, Vanderbilt University Medical Center
0000-0002-9379-2056
2001
77
26
PMIDPaper TitleJournal TitlePublished Year
36865341Development and Multi-Site External Validation of a Generalizable Risk Prediction Model for Bipolar Disorder.medRxiv2023
37961557Evaluating the impact of modeling choices on the performance of integrated genetic and clinical models.medRxiv2023
38076830Scalable Incident Detection via Natural Language Processing and Probabilistic Language Models.medRxiv2023
37523186Associations of Military-Related Traumatic Brain Injury With New-Onset Mental Health Conditions and Suicide Risk.JAMA Netw Open2023
37725598Trends in U.S. self-reported health and self-care behaviors during the COVID-19 pandemic.PLoS One2023
37204824Using Natural Language Processing to Predict Fatal Drug Overdose From Autopsy Narrative Text: Algorithm Development and Validation Study.JMIR Public Health Surveill2023
37095541Publisher Correction to: Timeâ¿¿dependent suicide rates among Army soldiers returning from an Afghanistan/Iraq deployment, by military rank and component.Inj Epidemiol2023
37128429Exploring Risk Factors in Suicidal Ideation and Attempt Concept Cooccurrence Networks.AMIA Annu Symp Proc2023
37195713Evaluation of the Risk Identification for Suicide and Enhanced Care Model in a Native American Community.JAMA Psychiatry2023
36649302Trends in suicide rates by race and ethnicity among members of the United States Army.PLoS One2023
35308973Unsupervised characterization of Major Depressive Disorder medication treatment pathways.AMIA Annu Symp Proc2022
35560048Integration of Face-to-Face Screening With Real-time Machine Learning to Predict Risk of Suicide Among Adults.JAMA Netw Open2022
36545045Identifying High-Risk Comorbidities Associated with Opioid Use Patterns Using Electronic Health Record Prescription Data.Complex Psychiatry2022
36564780Time-dependent suicide rates among Army soldiers returning from an Afghanistan/Iraq deployment, by military rank and component.Inj Epidemiol2022
36071081Improving ascertainment of suicidal ideation and suicide attempt with natural language processing.Sci Rep2022
36120717Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings.Front Digit Health2022
32897926Rapid Supportive Response to a Traumatic "Zoombombing" During the COVID-19 Pandemic.Acad Med2021
33710291Prospective Validation of an Electronic Health Record-Based, Real-Time Suicide Risk Model.JAMA Netw Open2021
33758800Natural language processing and machine learning of electronic health records for prediction of first-time suicide attempts.JAMIA Open2021
33691491Reconciling Statistical and Clinicians' Predictions of Suicide Risk.Psychiatr Serv2021
34473065Designing a Clinical Decision Support Tool That Leverages Machine Learning for Suicide Risk Prediction: Development Study in Partnership With Native American Care Providers.JMIR Public Health Surveill2021
34665246Ensemble learning to predict opioid-related overdose using statewide prescription drug monitoring program and hospital discharge data in the state of Tennessee.J Am Med Inform Assoc2021
34805776Risky business: a scoping review for communicating results of predictive models between providers and patients.JAMIA Open2021
33936481User-Centered Design of a Machine Learning Intervention for Suicide Risk Prediction in a Military Setting.AMIA Annu Symp Proc2021
34344671Published models that predict hospital readmission: a critical appraisal.BMJ Open2021
34147691Telehealth for Endocrinology: Experience and Effect on Utilization in the Prepandemic Era.Endocr Pract2021
33120418Combatting human trafficking in the United States: how can medical informatics help?J Am Med Inform Assoc2021
30610202Significant shared heritability underlies suicide attempt and clinically predicted probability of attempting suicide.Mol Psychiatry2020
31692064Reaching Those at Highest Risk for Suicide: Development of a Model Using Machine Learning Methods for use With Native American Communities.Suicide Life Threat Behav2020
33157313Detection of calibration drift in clinical prediction models to inform model updating.J Biomed Inform2020
32607482Stigma, biomarkers, and algorithmic bias: recommendations for precision behavioral health with artificial intelligence.JAMIA Open2020
32620944Demystifying artificial intelligence in pharmacy.Am J Health Syst Pharm2020
32308897Comparison of Prediction Model Performance Updating Protocols: Using a Data-Driven Testing Procedure to Guide Updating.AMIA Annu Symp Proc2020
30723115Immuno-oncological Efficacy of RXDX-106, a Novel TAM (TYRO3, AXL, MER) Family Small-Molecule Kinase Inhibitor.Cancer Res2019
31722412Explicit causal reasoning is preferred, but not necessary for pragmatic value.J Am Med Inform Assoc2019
30192068Outpatient Engagement and Predicted Risk of Suicide Attempts in Fibromyalgia.Arthritis Care Res (Hoboken)2019
31397478A nonparametric updating method to correct clinical prediction model drift.J Am Med Inform Assoc2019
31504588Prognostic models will be victims of their own success, unless⿦.J Am Med Inform Assoc2019
30710635A method for analyzing inpatient care variability through physicians' orders.J Biomed Inform2019
31145213DNA methylation profiles are associated with complex regional pain syndrome after traumatic injury.Pain2019
30853653Maintaining automated measurement of Choosing Wisely adherence across the ICD 9 to 10 transition.J Biomed Inform2019
29237803Antitumor Activity of Entrectinib, a Pan-TRK, ROS1, and ALK Inhibitor, in <i>ETV6-NTRK3</i>-Positive Acute Myeloid Leukemia.Mol Cancer Ther2018
29940263Discovering hidden knowledge through auditing clinical diagnostic knowledge bases.J Biomed Inform2018
29854179X Marks the Spot: Mapping Similarity Between Clinical Trial Cohorts and US Counties.AMIA Annu Symp Proc2018
30815182Balancing Performance and Interpretability: Selecting Features with Bootstrapped Ridge Regression.AMIA Annu Symp Proc2018
30559686Protecting Life While Preserving Liberty: Ethical Recommendations for Suicide Prevention With Artificial Intelligence.Front Psychiatry2018
29709069Predicting suicide attempts in adolescents with longitudinal clinical data and machine learning.J Child Psychol Psychiatry2018
28990698Psychosocial co-morbidities in Interstitial Cystitis/Bladder Pain syndrome (IC/BPS): A systematic review.Neurourol Urodyn2018
27682210Differential expression of systemic inflammatory mediators in amputees with chronic residual limb pain.Pain2017
29260218Benefits and Risks of Machine Learning Decision Support Systems.JAMA2017
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Collaborators

Co-authored papers 23
Vanderbilt University Medical Center
Co-authored papers 9
Vanderbilt University Medical Center
Co-authored papers 7
American College of Medical Informatics, Department of Veteran Affairs, Harvard University T H Chan School of Public Health, Massachusetts Institute of Technology, The American Society for Clinical Investigation, University of Kentucky, Vanderbilt University Medical Center, Vanderbilt University Medical School
Co-authored papers 6
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Vanderbilt University
Co-authored papers 5
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Boston University School of Public Health
Co-authored papers 4
University of Colorado School of Medicine
Co-authored papers 4
Memorial Sloan Kettering Cancer Center
Co-authored papers 4
VA Rocky Mountain Mental Illness Research Education and Clinical Center (MIRECC)
Co-authored papers 4
Co-authored papers 4
Vanderbilt University Medical Center
Co-authored papers 4
Columbia University
Co-authored papers 4
Boston University School of Public Health
Co-authored papers 4
Center for Genomic Medicine, Massachusetts General Hospital
Co-authored papers 4
Education and Clinical Center
Co-authored papers 4
Brandeis University, Institute for Behavioral Health
Co-authored papers 4
University of Colorado School of Medicine at Colorado Anschutz Medical Center
Co-authored papers 4
Center for American Indian Health, Johns Hopkins School of Public Health
Co-authored papers 3
Columbia University
Co-authored papers 3
Center for American Indian Health, Johns Hopkins School of Public Health
Co-authored papers 3
Florida State University
Co-authored papers 3
Vanderbilt University Medical Center
Co-authored papers 3
University of Pittsburgh
Co-authored papers 3
Vanderbilt University
Co-authored papers 3
Vanderbilt University Medical Center
Co-authored papers 3
Florida State University
Co-authored papers 3
John Hopkins Center for American Indian Health
Co-authored papers 3
Vanderbilt University School of Medicine
Co-authored papers 3