{"id":"W4382361516","doi":"10.1007/s11469-023-01098-8","title":"The Impact of Longitudinal Substance Use Patterns on the Risk of Opioid Agonist Therapy Discontinuation: A Repeated Measures Latent Class Analysis","year":2023,"lang":"en","type":"article","venue":"International Journal of Mental Health and Addiction","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; St. Michael's Hospital; BC Centre for Disease Control; British Columbia Centre on Substance Use; University of British Columbia","funders":"Canadian Institutes of Health Research; National Institute on Drug Abuse; St. Paul's Foundation; Health Canada; National Institutes of Health; Michael Smith Health Research BC; University of British Columbia","keywords":"Discontinuation; Polysubstance dependence; Medicine; Latent class model; Cannabis; Longitudinal study; Health psychology; Opioid; Stimulant; Psychiatry; Substance abuse; Clinical psychology; Internal medicine; Public health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01669705,0.0007312288,0.001066027,0.001363126,0.001325198,0.001744296,0.001752646,0.0009552053,0.008651978],"category_scores_gemma":[0.0240215,0.0004504225,0.005120777,0.001385664,0.0009305,0.000854147,0.001739354,0.00254677,0.0007198848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390009,"about_ca_system_score_gemma":0.002874461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06877008,"about_ca_topic_score_gemma":0.04566487,"domain_scores_codex":[0.9923174,0.003997043,0.0004065539,0.001449707,0.0007631443,0.001066139],"domain_scores_gemma":[0.9800434,0.01012511,0.003201728,0.004445914,0.001214291,0.0009694686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001691005,0.000288927,0.9809644,0.00005203605,0.002130139,0.00009779657,0.0005125027,0.00162406,0.0003057421,0.000722694,0.001211769,0.01039888],"study_design_scores_gemma":[0.0001237441,0.001069358,0.9292991,0.0001165092,0.00159125,0.0001860132,0.0009393045,0.06288405,0.0003630141,0.001656012,0.001688851,0.0000828044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843493,0.0004996387,0.01041661,0.0005204679,0.0001004381,0.0002139711,0.003028412,0.0001365474,0.0007346477],"genre_scores_gemma":[0.9942258,0.0001016369,0.002308609,0.00002938449,0.00002518235,0.0002002452,0.001759829,0.00003064071,0.001318659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06877008,"threshold_uncertainty_score":0.1367396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819902755076599,"score_gpt":0.3440763325736609,"score_spread":0.305877305022895,"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."}}