Aiding the prescriber: developing a machine learning approach to personalized risk modeling for chronic opioid therapy amongst US Army soldiers

Predicting high-risk opioid prescriptions before they are given

(2020) Justine S. Hastings et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Predicting prolonged opioid prescriptions in opioid-naïve lumbar spine surgery patients

(2020) Aditya V. Karhade et al.   Spine Journal

Rate and Risk Factors Associated With Prolonged Opioid Use After Surgery

(2020) Oluwadolapo D. Lawal et al.   JAMA Network Open

Predicting opioid dependence from electronic health records with machine learning

(2019) Randall J. Ellis et al.   BioData Mining

Can patient and fracture factors predict opioid dependence following upper extremity fractures?: a retrospective review

(2019) Vani Janaki Sabesan et al.   Journal of Orthopaedic Surgery and Research

Factors predicting opioid dependence in patients undergoing surgery for degenerative spondylolisthesis: analysis from the MarketScan databases

(2018) Mayur Sharma et al.   JOURNAL OF NEUROSURGERY-SPINE

Electronic Medical Alerts Increase Screening for Chronic Hepatitis B: A Randomized, Double-Blind, Controlled Trial

(2018) Eric Chak et al.   CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION

Predictors of Chronic Opioid Use in Newly Diagnosed Crohnʼs Disease

(2017) Nathan J. Pauly et al.   INFLAMMATORY BOWEL DISEASES

Automatable algorithms to identify nonmedical opioid use using electronic data: a systematic review

(2017) Chelsea Canan et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Implementing prescription drug monitoring and other clinical decision support for opioid risk mitigation in a military health care setting: a qualitative feasibility study

(2017) Erin P Finley et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Characteristics of Initial Prescription Episodes and Likelihood of Long-Term Opioid Use — United States, 2006–2015

(2017) Anuj Shah et al.   MMWR-MORBIDITY AND MORTALITY WEEKLY REPORT

A Tool to Assess Risk of De Novo Opioid Abuse or Dependence

(2016) Thomas Ciesielski et al.   AMERICAN JOURNAL OF MEDICINE

Understanding Risk Factors for Opioid Overdose in Clinical Populations to Inform Treatment and Policy

(2016) Tae Woo Park et al.   Journal of Addiction Medicine

Interpretable classification models for recidivism prediction

(2016) Jiaming Zeng et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

Opioid Abuse in Chronic Pain — Misconceptions and Mitigation Strategies

(2016) Nora D. Volkow et al.   NEW ENGLAND JOURNAL OF MEDICINE

Opioid Prescribing After Nonfatal Overdose and Association With Repeated Overdose

(2015) Marc R. Larochelle et al.   ANNALS OF INTERNAL MEDICINE

The Effectiveness and Risks of Long-Term Opioid Therapy for Chronic Pain: A Systematic Review for a National Institutes of Health Pathways to Prevention Workshop

(2015) Roger Chou et al.   ANNALS OF INTERNAL MEDICINE

Decision support for chronic pain care: how do primary care physicians decide when to prescribe opioids? a qualitative study

(2015) Christopher A Harle et al.   BMC Family Practice

Automated Prediction of Risk for Problem Opioid Use in a Primary Care Setting

(2015) Timothy R. Hylan et al.   JOURNAL OF PAIN

Learning classification models of cognitive conditions from subtle behaviors in the digital Clock Drawing Test

(2015) William Souillard-Mandar et al.   MACHINE LEARNING

Supersparse linear integer models for optimized medical scoring systems

(2015) Berk Ustun et al.   MACHINE LEARNING

Factors predicting development of opioid use disorders among individuals who receive an initial opioid prescription: Mathematical modeling using a database of commercially-insured individuals

(2014) Bryan N. Cochran et al.   DRUG AND ALCOHOL DEPENDENCE

Risk Factors for Serious Prescription Opioid-Related Toxicity or Overdose among Veterans Health Administration Patients

(2014) Barbara Zedler et al.   PAIN MEDICINE

Opioid Prescriptions for Chronic Pain and Overdose

(2013) Kate M. Dunn   ANNALS OF INTERNAL MEDICINE

Personalized Medicine and Opioid Analgesic Prescribing for Chronic Pain: Opportunities and Challenges

(2013) Stephen Bruehl et al.   JOURNAL OF PAIN

Evaluating alert fatigue over time to EHR-based clinical trial alerts: findings from a randomized controlled study

(2012) P. J. Embi et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

A Model to Identify Patients at Risk for Prescription Opioid Abuse, Dependence, and Misuse

(2012) J. Bradford Rice et al.   PAIN MEDICINE

The Prevalence of Chronic Pain in United States Adults: Results of an Internet-Based Survey

(2010) Catherine B. Johannes et al.   JOURNAL OF PAIN

Adverse effects of chronic opioid therapy for chronic musculoskeletal pain

(2010) Leslie J. Crofford   Nature Reviews Rheumatology

Opioids for Chronic Noncancer Pain: Prediction and Identification of Aberrant Drug-Related Behaviors: A Review of the Evidence for an American Pain Society and American Academy of Pain Medicine Clinical Practice Guideline

(2009) Roger Chou et al.   JOURNAL OF PAIN

Validation of the Revised Screener and Opioid Assessment for Patients With Pain (SOAPP-R)

(2008) Stephen F. Butler et al.   JOURNAL OF PAIN