{"id":"W2038533957","doi":"10.1007/s10488-014-0581-1","title":"Typology of Individuals with Substance Dependence Based on a Montreal Longitudinal Catchment Area Study","year":2014,"lang":"en","type":"article","venue":"Administration and Policy in Mental Health and Mental Health Services Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas College; Douglas Mental Health University Institute; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Typology; Substance use; Alcohol consumption; Psychology; Psychoactive substance; Longitudinal study; Clinical psychology; Consumption (sociology); Psychiatry; Cluster (spacecraft); Medicine; Alcohol; Geography; Sociology","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":[0.001178342,0.0006307184,0.0006977797,0.004702515,0.002680664,0.001784161,0.002022245,0.0006654768,0.003703461],"category_scores_gemma":[0.004929935,0.0003665048,0.001147242,0.005105931,0.001037749,0.0009683791,0.002181522,0.0007643292,0.0002489217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008761152,"about_ca_system_score_gemma":0.00622795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8510559,"about_ca_topic_score_gemma":0.8945707,"domain_scores_codex":[0.9985515,0.0003584144,0.0001151007,0.0002068285,0.0002674019,0.0005007597],"domain_scores_gemma":[0.9972741,0.0001860749,0.0008109639,0.0001242268,0.0008029232,0.0008017304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005151996,0.00003494719,0.9969963,0.000007888494,0.0000418633,0.0001029042,0.0007825915,0.00006550761,0.0001275277,0.0001571764,0.0006212988,0.001010405],"study_design_scores_gemma":[0.000005591046,0.00002737644,0.996971,0.00001632223,0.00001696764,0.0001033232,0.002186129,0.0002481064,0.00002884763,0.00008334453,0.0003021331,0.00001080664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958065,0.0002073405,0.000132157,0.000204376,0.00001001144,0.000128873,0.002091701,0.00001158835,0.001407433],"genre_scores_gemma":[0.9979383,0.00009599145,0.0001619971,0.0000672755,0.000006400648,0.00007238867,0.001181502,0.000008055476,0.0004679481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489441,"threshold_uncertainty_score":0.2996424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05888396563710839,"score_gpt":0.4478685607389803,"score_spread":0.3889845951018719,"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."}}