{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003037806,0.0003621872,0.0003340804,0.0001943053,0.0005209019,0.00008052435,0.000267528,0.0001307685,0.0002055143],"category_scores_gemma":[0.000005988823,0.0003074534,0.00006655364,0.0004271921,0.0001455077,0.0002824216,0.000009642722,0.000277399,0.0001106747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042396,"about_ca_system_score_gemma":0.00004201158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145336,"about_ca_topic_score_gemma":0.01197146,"domain_scores_codex":[0.9975814,0.0002556154,0.0003808166,0.0007517005,0.0003603797,0.0006700432],"domain_scores_gemma":[0.9989747,0.0001646163,0.0002998374,0.0003336358,0.00002685081,0.000200397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004951431,0.0007541583,0.8657044,0.00004575609,0.0001157772,0.000002935674,0.005507646,2.906436e-7,0.000005062519,0.003624191,0.001249545,0.1224951],"study_design_scores_gemma":[0.005192101,0.003706789,0.9801479,0.00006428947,0.00007928423,0.00002407532,0.004392186,0.00006747345,0.00000431587,0.003854247,0.001900386,0.0005669346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769138,0.0007988299,0.0003653514,0.0007718092,0.0007371805,0.001074264,0.00006420062,0.0001693029,0.0191053],"genre_scores_gemma":[0.9983717,0.00004936103,0.0003232438,0.0002342337,0.0001098636,0.0001204011,0.00004638548,0.00004869212,0.0006961612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1219281,"threshold_uncertainty_score":0.9999378,"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."}}