{"id":"W4323920902","doi":"10.1111/dar.13634","title":"People with opioid use disorders: A taxonomy of treatment entrants to support the development of a <scp>profile‐based</scp> approach to care","year":2023,"lang":"en","type":"article","venue":"Drug and Alcohol Review","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre Hospitalier de l’Université de Montréal; Douglas College; Université de Montréal; Université de Sherbrooke","funders":"Health Canada; Ministère de la Santé; Ministère de la Santé et des Services sociaux","keywords":"Polysubstance dependence; Psychosocial; Latent class model; Biopsychosocial model; Chronic pain; Anxiety; Psychiatry; Mental health; Heroin; Medicine; Addiction; Psychology; Clinical psychology; Substance abuse; Drug","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001824209,0.000298413,0.0007639354,0.0001249099,0.00008314943,0.00001355904,0.0001201123,0.00003009368,0.00001569518],"category_scores_gemma":[0.00005117523,0.000167072,0.0001292118,0.0007166478,0.00003603301,0.00004146623,0.00006086042,0.00005748835,0.00004272857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100463,"about_ca_system_score_gemma":0.0005171999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483905,"about_ca_topic_score_gemma":0.0001605094,"domain_scores_codex":[0.9984339,0.00005360688,0.000470331,0.0004075408,0.0003047372,0.000329869],"domain_scores_gemma":[0.9989137,0.0001317374,0.0001249261,0.0005036648,0.000104409,0.0002215419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001792173,0.002700568,0.3236285,0.0403649,0.001488349,0.00002078487,0.126993,0.00009565146,0.000197727,0.0001022201,0.01405503,0.4901741],"study_design_scores_gemma":[0.007722279,0.003438054,0.2505606,0.01441235,0.002535373,0.00002142229,0.03104627,0.00006821585,0.006218182,0.000005624122,0.6834867,0.0004850052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727612,0.01607718,0.0002008049,0.0006518711,0.00003996012,0.008655774,0.0001448126,0.00006064315,0.001407762],"genre_scores_gemma":[0.9583831,0.01696658,0.016262,0.00070881,0.00002530419,0.005854512,0.0007103671,0.00006664106,0.001022677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6694316,"threshold_uncertainty_score":0.6812997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04795589980848597,"score_gpt":0.2954942536680111,"score_spread":0.2475383538595252,"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."}}