{"id":"W4402533737","doi":"10.1093/hsw/hlae026","title":"Substance Use and Mental Health among Canadian Social Workers","year":2024,"lang":"en","type":"article","venue":"Health & Social Work","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mental health; Psychiatry; Cannabis; Anxiety; Ecstasy; Psychological intervention; Clinical psychology; Psychology; Population; Depression (economics); Substance abuse; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004957318,0.000246362,0.0003826782,0.0001482843,0.003029687,0.00017896,0.0001185843,0.0001797953,0.0006412021],"category_scores_gemma":[0.000003010284,0.0002530736,0.00008516903,0.0008339042,0.0001782634,0.0002095947,0.00001963983,0.0004141543,0.0002118746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407089,"about_ca_system_score_gemma":0.0004573631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.205382,"about_ca_topic_score_gemma":0.3408892,"domain_scores_codex":[0.9972461,0.0003102487,0.0004574322,0.0005185415,0.0002247367,0.001242963],"domain_scores_gemma":[0.9989133,0.00008521077,0.0001304858,0.0001177175,0.0000172655,0.0007359741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001099253,0.00007754419,0.2698872,0.0002527703,0.00008513639,0.00006135984,0.05030545,4.166812e-8,8.700137e-8,0.007455074,0.5129552,0.1588101],"study_design_scores_gemma":[0.0006409885,0.0001073059,0.8200232,0.0002527384,0.000008795072,0.000005664047,0.00449024,0.000002356776,1.911229e-7,0.0002205716,0.173985,0.0002628845],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862675,0.01529367,0.000006823677,0.08951781,0.004050696,0.001319738,0.0002193884,0.0002231059,0.003101258],"genre_scores_gemma":[0.9868073,0.000236119,0.0000675344,0.006096756,0.0008607476,0.0001121286,0.0001583552,0.00005768425,0.005603364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.550136,"threshold_uncertainty_score":0.9999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0536085207588961,"score_gpt":0.3887848046833715,"score_spread":0.3351762839244754,"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."}}