Authors: Marshall, Brandon D. L.¹ (AUTHOR) brandon_marshall@brown.edu, Alexander‐Scott, Nicole² (AUTHOR), Yedinak, Jesse L.¹ (AUTHOR), Hallowell, Benjamin D.² (AUTHOR), Goedel, William C.¹ (AUTHOR), Allen, Bennett³ (AUTHOR), Schell, Robert C.⁴ (AUTHOR), Li, Yu¹ (AUTHOR), Krieger, Maxwell S.¹ (AUTHOR), Pratty, Claire¹ (AUTHOR), Ahern, Jennifer⁵ (AUTHOR), Neill, Daniel B.^6,7,8 (AUTHOR), Cerdá, Magdalena³ (AUTHOR)

Superior Title: Addiction. Apr2022, Vol. 117 Issue 4, p1152-1162. 11p. 1 Diagram, 2 Charts, 1 Map.

Subject Terms: *DRUG overdose, *MACHINE learning, *RANDOMIZED controlled trials, *FORECASTING, *PREDICTION models, *OPIOID abuse

Authors: Riordan, Benjamin, Bonela, Abraham Albert, He, Zhen, Nibali, Aiden, Anderson‐Luxford, Dan, Kuntsche, Emmanuel

Superior Title: Addiction; May2024, Vol. 119 Issue 5, p951-959, 9p

Subject Terms: SUBSTANCE abuse, SOCIAL media, RESEARCH funding, CONTENT analysis, ARTIFICIAL intelligence, MEDICAL research, DEEP learning, MACHINE learning

Authors: Afzali, Mohammad H.¹ (AUTHOR) k.afzali@gmail.com, Sunderland, Matthew² (AUTHOR), Stewart, Sherry³ (AUTHOR), Masse, Benoit¹ (AUTHOR), Seguin, Jean¹ (AUTHOR), Newton, Nicola² (AUTHOR), Teesson, Maree² (AUTHOR) m.teesson@unsw.edu.au, Conrod, Patricia¹ (AUTHOR) patricia.conrod@umontreal.ca

Superior Title: Addiction. Apr2019, Vol. 114 Issue 4, p662-671. 10p. 2 Diagrams, 3 Charts.

Subject Terms: *MACHINE learning, *UNDERAGE drinking, *PREDICTION models, *ALGORITHMS, *ALCOHOLIC beverage sales & prices, *LOGISTIC regression analysis, *SUPPORT vector machines, *ARTIFICIAL neural networks, *ALCOHOLISM, *RISK assessment, *RISK-taking behavior

Geographic Terms: AUSTRALIA, CANADA

Authors: Tomko, Rachel L., Wolf, Bethany J., McClure, Erin A., Carpenter, Matthew J., Magruder, Kathryn M., Squeglia, Lindsay M., Gray, Kevin M.

Superior Title: Addiction; Oct2023, Vol. 118 Issue 10, p1965-1974, 10p, 3 Charts, 1 Graph

Subject Terms: ACETYLCYSTEINE, SUPPORT vector machines, CANNABIS (Genus), SUBSTANCE abuse, CONFIDENCE intervals, CLINICAL decision support systems, COUNSELING, MULTIVARIATE analysis, MACHINE learning, REGRESSION analysis, PLACEBOS, REWARD (Psychology), RESEARCH funding, RECEIVER operating characteristic curves, SECONDARY analysis, BEHAVIOR modification

Geographic Terms: UNITED States

Authors: Murch, W. Spencer, Kairouz, Sylvia, Dauphinais, Sophie, Picard, Elyse, Costes, Jean‐Michel, French, Martin

Superior Title: Addiction; Aug2023, Vol. 118 Issue 8, p1569-1578, 10p, 1 Diagram, 3 Charts, 4 Graphs

Subject Terms: RESEARCH, CONFIDENCE intervals, SELF-evaluation, MACHINE learning, GAMBLING, RISK assessment, IMPULSE control disorders, QUESTIONNAIRES, RESEARCH funding, RECEIVER operating characteristic curves, SENSITIVITY & specificity (Statistics), DISEASE risk factors

Geographic Terms: QUEBEC (Province)

Authors: Guo, Jingchuan^1,2,3, Gellad, Walid F.^1,4,5, Yang, Qingnan¹, Weiss, Jeremy C.⁶, Donohue, Julie M.⁷, Cochran, Gerald⁸, Gordon, Adam J.^8,9, Malone, Daniel C.¹⁰, Kwoh, C. Kent¹¹, Kuza, Courtney C.¹, Wilson, Debbie L.², Lo‐Ciganic, Wei‐Hsuan^2,3 wlociganic@cop.ufl.edu

Superior Title: Addiction. Aug2022, Vol. 117 Issue 8, p2254-2263. 10p. 1 Chart, 3 Graphs.

Subject Terms: *RETROSPECTIVE studies, *MACHINE learning, *RISK assessment, *DESCRIPTIVE statistics, *PREDICTION models, *MEDICAID, DRUG overdose risk factors

Geographic Terms: PENNSYLVANIA

Authors: Fairbairn, Catharine E.¹ (AUTHOR) cfairbai@illinois.edu, Bosch, Nigel² (AUTHOR)

Superior Title: Addiction. Oct2021, Vol. 116 Issue 10, p2912-2920. 9p. 1 Color Photograph, 1 Chart, 1 Graph.

Subject Terms: *BIOSENSORS, *WEARABLE technology, *MACHINE learning, *SMARTPHONES, *DRUG use testing, *ALCOHOL drinking, *TIME series analysis, *MEDICAL research

Authors: Lin, Yiqi, Sharma, Brihat, Thompson, Hale M., Boley, Randy, Perticone, Kathryn, Chhabra, Neeraj, Afshar, Majid, Karnik, Niranjan S.

Superior Title: Addiction; Apr2022, Vol. 117 Issue 4, p925-933, 9p, 3 Charts

Subject Terms: HOSPITAL patients, MEDICAL screening, ALCOHOLISM, MACHINE learning, RECEIVER operating characteristic curves

Geographic Terms: MIDWEST (U.S.)

Authors: Whelan, Robert^1,2 (AUTHOR) robert.whelan@tcd.ie

Superior Title: Addiction. Apr2019, Vol. 114 Issue 4, p672-673. 2p.

Subject Terms: *MACHINE learning, *BIG data, *SOCIOLOGY of addictions, *REPRODUCIBLE research, *COST effectiveness

Authors: Adams, Rachel Sayko, Jiang, Tammy, Rosellini, Anthony J., Horváth‐Puhó, Erzsébet, Street, Amy E., Keyes, Katherine M., Cerdá, Magdalena, Lash, Timothy L., Sørensen, Henrik Toft, Gradus, Jaimie L.

Superior Title: Addiction; Oct2021, Vol. 116 Issue 10, p2882-2892, 11p, 1 Diagram, 3 Charts, 2 Graphs

Subject Terms: SUICIDE risk factors, SUBSTANCE abuse, SUICIDE, ANTIDEPRESSANTS, POISONING, DECISION trees, MACHINE learning, MENTAL health, HEALTH status indicators, RANDOM forest algorithms, SEX distribution, SUICIDAL ideation, SUICIDAL behavior, DEATH, STATISTICAL sampling, DATA analysis software, ADJUSTMENT disorders, PSYCHOLOGICAL stress, COMORBIDITY, MENTAL illness, PSYCHOLOGICAL factors

Geographic Terms: DENMARK

Authors: Boslett, Andrew J.^1,2 (AUTHOR), Denham, Alina¹ (AUTHOR), Hill, Elaine L.¹ (AUTHOR) elaine_hill@urmc.rochester.edu

Superior Title: Addiction. Jul2020, Vol. 115 Issue 7, p1308-1317. 10p. 1 Chart, 3 Graphs, 1 Map.

Subject Terms: *CAUSES of death, *DRUG overdose, *MACHINE learning, *MEDICAL records, *NARCOTICS, *NOSOLOGY, *LOGISTIC regression analysis, *SECONDARY analysis, *DESCRIPTIVE statistics, *ACQUISITION of data methodology

Geographic Terms: UNITED States

Authors: Symons, Martyn, Feeney, Gerald F. X., Gallagher, Marcus R., Young, Ross McD., Connor, Jason P.

Superior Title: Addiction; Nov2020, Vol. 115 Issue 11, p2164-2175, 12p, 4 Charts, 1 Graph

Subject Terms: ALCOHOLISM, ALGORITHMS, COGNITIVE therapy, COMPARATIVE studies, COMPULSIVE behavior, LONGITUDINAL method, MACHINE learning, PSYCHOLOGISTS, REGRESSION analysis, RESEARCH evaluation, DECISION making in clinical medicine, LOGISTIC regression analysis, TREATMENT effectiveness, PREDICTIVE tests, RECEIVER operating characteristic curves, EVALUATION of human services programs, DESCRIPTIVE statistics, EVALUATION

Geographic Terms: AUSTRALIA

Authors: Fitzgerald, Nicole D., Barenholtz, Elan

Superior Title: Addiction; May2022, Vol. 117 Issue 5, p1494-1495, 2p

Subject Terms: DIAGNOSIS of alcoholism, PREDICTIVE tests, NATURAL language processing, MACHINE learning, HOSPITAL care

Authors: Karnik, Niranjan S., Thompson, Hale M., Afshar, Majid

Superior Title: Addiction; May2022, Vol. 117 Issue 5, p1496-1496, 1p

Subject Terms: DIAGNOSIS of alcoholism, REFERENCE values, PREDICTIVE tests, NATURAL language processing, MACHINE learning