Protocol for a Single-Arm Pilot Clinical Trial: Developing and Evaluating a Machine Learning Opioid Prediction &amp; Risk-Stratification E-Platform (DEMONSTRATE)
Year: 2025
Type: article
Language: en
Topic: Opioid Use Disorder Treatment
Authors and affiliations:
raw_author_name: Je-Won J. Hong
raw_affiliation_strings: Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
raw_author_name: Debbie L. Wilson
raw_affiliation_strings: Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL 32611, USA
raw_author_name: Khoa Nguyen
raw_affiliation_strings: Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
raw_author_name: Walid F. Gellad
raw_affiliation_strings: Center for Health Equity Research Promotion, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA 15240, USA
Center for Pharmaceutical Policy and Prescribing, University of Pittsburgh, Pittsburgh, PA 15213, USA
Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA
raw_author_name: Julie Diiulio
raw_affiliation_strings: Applied Decision Science, Cincinnati, OH 45212, USA
raw_author_name: Laura Militello
raw_affiliation_strings: Applied Decision Science, Cincinnati, OH 45212, USA
raw_author_name: Shunhua Yan
raw_affiliation_strings: Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA
raw_author_name: Christopher A. Harle
raw_affiliation_strings: Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN 46202, USA
Department of Health Policy and Management, Richard M. Fairbanks School of Public Health, Indiana University, Indianapolis, IN 46202, USA
raw_author_name: Danielle Nelson
raw_affiliation_strings: Department of Community Health and Family Medicine, College of Medicine, University of Florida, Gainesville, FL 32608, USA
raw_author_name: Eric I. Rosenberg
raw_affiliation_strings: Division of General Internal Medicine, Department of Medicine, College of Medicine, University of Florida, Gainesville, FL 32608, USA
raw_author_name: Siegfried Schmidt
raw_affiliation_strings: Department of Community Health and Family Medicine, College of Medicine, University of Florida, Gainesville, FL 32608, USA
raw_author_name: Chung-Chou Ho Chang
raw_affiliation_strings: Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA
raw_author_name: Gerald Cochran
raw_affiliation_strings: Division of Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, UT 84132, USA
raw_author_name: Yonghui Wu
raw_affiliation_strings: Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL 32611, USA
raw_author_name: Stephanie A. S. Staras
raw_affiliation_strings: Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL 32611, USA
raw_author_name: Courtney Kuza
raw_affiliation_strings: Center for Pharmaceutical Policy and Prescribing, University of Pittsburgh, Pittsburgh, PA 15213, USA
raw_author_name: Wei-Hsuan Lo-Ciganic
raw_affiliation_strings: Center for Pharmaceutical Policy and Prescribing, University of Pittsburgh, Pittsburgh, PA 15213, USA
Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA
Geriatric Research Education and Clinical Center, North Florida/South Georgia Veterans Health System, Gainesville, FL 32608, USA