Using machine learning to predict risk of incident opioid use disorder among fee-for-service Medicare beneficiaries: A prognostic study

Predicting opioid dependence from electronic health records with machine learning

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

Performance of the Centers for Medicare & Medicaid Services’ Opioid Overutilization Criteria for Classifying Opioid Use Disorder or Overdose

(2019) Yu-Jung Jenny Wei et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Using prescription claims to detect aberrant behaviors with opioids: comparison and validation of 5 algorithms

(2018) Kathryn Rough et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Overdose Deaths Involving Opioids, Cocaine, and Psychostimulants — United States, 2015–2016

(2018) Puja Seth et al.   MMWR-MORBIDITY AND MORTALITY WEEKLY REPORT

Estimated Prevalence of Opioid Use Disorder in Massachusetts, 2011–2015: A Capture–Recapture Analysis

(2018) Joshua A. Barocas et al.   AMERICAN JOURNAL OF PUBLIC HEALTH

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

An Examination of Claims-based Predictors of Overdose from a Large Medicaid Program

(2017) Gerald Cochran et al.   MEDICAL CARE

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

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

Lock-In Programs and the Opioid Epidemic: A Call for Evidence

(2016) Andrew W. Roberts et al.   AMERICAN JOURNAL OF PUBLIC HEALTH

Relationship between Nonmedical Prescription-Opioid Use and Heroin Use

(2016) Wilson M. Compton et al.   NEW ENGLAND JOURNAL OF MEDICINE

Application of Machine Learning Techniques to High-Dimensional Clinical Data to Forecast Postoperative Complications

(2016) Paul Thottakkara et al.   PLoS One

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration

(2015) Karel G.M. Moons et al.   ANNALS OF INTERNAL MEDICINE

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

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

Defining Nonmedical Use of Prescription Opioids Within Health Care Claims: A Systematic Review

(2015) Gerald Cochran et al.   Substance Abuse

STARD 2015: an updated list of essential items for reporting diagnostic accuracy studies

(2015) Patrick M Bossuyt et al.   BMJ-British Medical Journal

STARD 2015: an updated list of essential items for reporting diagnostic accuracy studies

(2015) Patrick M Bossuyt et al.   BMJ-British Medical Journal

Rates of Opioid Dispensing and Overdose After Introduction of Abuse-Deterrent Extended-Release Oxycodone and Withdrawal of Propoxyphene

(2015) Marc R. Larochelle et al.   JAMA Internal Medicine

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Opioid Prescriptions for Chronic Pain and Overdose

(2013) Kate M. Dunn   ANNALS OF INTERNAL MEDICINE

Opioid utilization and opioid-related adverse events in nonsurgical patients in US hospitals

(2013) Shoshana J. Herzig et al.   Journal of Hospital Medicine

Classification and definition of misuse, abuse, and related events in clinical trials: ACTTION systematic review and recommendations

(2013) Shannon M. Smith et al.   PAIN

Intertwined Epidemics: National Demographic Trends in Hospitalizations for Heroin- and Opioid-Related Overdoses, 1993–2009

(2013) George Jay Unick et al.   PLoS One

Assessing Opioid Shopping Behaviour

(2012) M. Soledad Cepeda et al.   DRUG SAFETY

Doctor and Pharmacy Shopping for Controlled Substances

(2012) Gretchen L. Peirce et al.   MEDICAL CARE

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

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

Use of Hundreds of Electrocardiographic Biomarkers for Prediction of Mortality in Postmenopausal Women

(2011) Eiran Z. Gorodeski et al.  

Development and Validation of a Quantitative Real-Time Polymerase Chain Reaction Classifier for Lung Cancer Prognosis

(2011) Guoan Chen et al.   Journal of Thoracic Oncology

Identifying Important Risk Factors for Survival in Patient With Systolic Heart Failure Using Random Survival Forests

(2010) Eileen Hsich et al.  

Risks for possible and probable opioid misuse among recipients of chronic opioid therapy in commercial and medicaid insurance plans: The TROUP Study

(2010) Mark D. Sullivan et al.   PAIN

Patterns of Abuse Among Unintentional Pharmaceutical Overdose Fatalities

(2008) Aron J. Hall   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

A decision support system to facilitate management of patients with acute gastrointestinal bleeding

(2007) Adrienne Chu et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Non-medical use, abuse and dependence on prescription opioids among U.S. adults: Psychiatric, medical and substance use correlates

(2007) William C. Becker et al.   DRUG AND ALCOHOL DEPENDENCE