{"id":"W1994343699","doi":"10.1007/s11126-014-9335-1","title":"Profiles Associated Respectively with Substance Dependence Only, Mental Disorders Only and Co-occurring Disorders","year":2014,"lang":"en","type":"article","venue":"Psychiatric Quarterly","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas College; McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Psychiatry; Multinomial logistic regression; Public health; Marital status; Neighbourhood (mathematics); Psychology; Substance use; Clinical psychology; Logistic regression; Distress; Medicine; Environmental health; Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004237573,0.0004140628,0.0004956881,0.001535223,0.0007961042,0.0009791021,0.0002537056,0.0004313824,0.01236864],"category_scores_gemma":[0.002064518,0.0001055505,0.001194793,0.001213727,0.0002129791,0.0004962913,0.001228656,0.0006988089,0.002032446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469978,"about_ca_system_score_gemma":0.0008545003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004879681,"about_ca_topic_score_gemma":0.00824907,"domain_scores_codex":[0.9994056,0.0001088502,0.00008022487,0.00007172941,0.00009179809,0.0002417087],"domain_scores_gemma":[0.9984326,0.0001950309,0.000578079,0.0001064997,0.0002812052,0.0004065464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001578187,0.0001607318,0.9776253,0.00008429504,0.0002381444,0.0006766392,0.0002910744,0.00008907415,0.006088139,0.0003407514,0.0006837161,0.01214379],"study_design_scores_gemma":[0.00001207029,0.0001741483,0.9938746,0.00004974728,0.0001112009,0.002123022,0.0009411407,0.0002148184,0.0004786004,0.0003846346,0.001621707,0.00001417105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883286,0.0007095174,0.0004072279,0.0001377238,0.00003378104,0.00006652455,0.004273638,0.0000205531,0.006022395],"genre_scores_gemma":[0.991064,0.0005310145,0.0005879401,0.0001209858,0.00002555931,0.00003468512,0.004092669,0.00001540892,0.003527807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01236864,"threshold_uncertainty_score":0.04137725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008974760822420493,"score_gpt":0.3001010271673424,"score_spread":0.2911262663449219,"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."}}