{"id":"W3005454586","doi":"10.1001/jamanetworkopen.2019.20622","title":"Comparative Effectiveness of Different Treatment Pathways for Opioid Use Disorder","year":2020,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":975,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Substance Abuse and Mental Health Services Administration; U.S. Food and Drug Administration; National Institute on Drug Abuse; Centers for Disease Control and Prevention; Office of National Drug Control Policy; National Institutes of Health; Laura and John Arnold Foundation; Hamilton Health Sciences Foundation; School of Medicine, Boston University; Massachusetts General Hospital","keywords":"Opioid use disorder; Buprenorphine; Medicine; Methadone; Naltrexone; Opioid overdose; Diagnosis code; Opiate Substitution Treatment; Psychiatry; Retrospective cohort study; Opioid; Health care; Emergency medicine; Internal medicine; Environmental health; Population; (+)-Naloxone","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02342121,0.0007228808,0.001266961,0.001877344,0.0005653581,0.002065316,0.001059595,0.001180755,0.004502631],"category_scores_gemma":[0.04668033,0.0003611505,0.003880067,0.001766031,0.001154932,0.003169317,0.001914965,0.001214245,0.0002331361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002293408,"about_ca_system_score_gemma":0.002372696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002081924,"about_ca_topic_score_gemma":0.002387944,"domain_scores_codex":[0.9506557,0.03837511,0.003673288,0.002337148,0.003775272,0.001183475],"domain_scores_gemma":[0.9679749,0.01850695,0.0094397,0.001414708,0.001144284,0.001519428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2577772,0.01804943,0.3293325,0.009667207,0.03882704,0.0001500419,0.0008431404,0.01062351,0.00112245,0.005584525,0.003207678,0.3248153],"study_design_scores_gemma":[0.1143208,0.2641132,0.5518635,0.007379633,0.02561017,0.0005817635,0.002763695,0.01041023,0.003567802,0.007882761,0.01120574,0.0003006498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468359,0.02977739,0.003336595,0.001737106,0.0005081305,0.004191279,0.004836925,0.00006488413,0.008711744],"genre_scores_gemma":[0.9883336,0.004017978,0.003089626,0.0004579121,0.000162743,0.002094689,0.001505154,0.00001108002,0.000327216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02342121,"threshold_uncertainty_score":0.1238647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06875660194263848,"score_gpt":0.3236878623364698,"score_spread":0.2549312603938313,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}