{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004956982,0.0002620024,0.0002583902,0.002400356,0.004227328,0.001215829,0.0007439758,0.0003731736,0.004495447],"category_scores_gemma":[0.001480604,0.0003242837,0.0004986761,0.003479072,0.0005720224,0.00031288,0.0009636506,0.000710364,0.0002538951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02364481,"about_ca_system_score_gemma":0.0236355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9959453,"about_ca_topic_score_gemma":0.9981005,"domain_scores_codex":[0.999252,0.00004315743,0.00002649042,0.00005110644,0.0003465649,0.0002807569],"domain_scores_gemma":[0.9988647,0.00005909909,0.0001752196,0.00002134882,0.000535903,0.0003436694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004711724,0.00009381308,0.9831837,0.00005667457,0.00002841973,0.0001168154,0.002291042,0.00003491442,0.0001643525,0.000118016,0.001845367,0.01201973],"study_design_scores_gemma":[0.000007108295,0.00002253153,0.9950674,0.00003680046,0.00001181973,0.00004101397,0.003099825,0.00005565906,0.00002930778,0.00001881989,0.001601339,0.0000082848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883486,0.001054489,0.00003527784,0.0007388927,0.00002286357,0.00005394542,0.00314148,0.000008511208,0.006595968],"genre_scores_gemma":[0.9945602,0.001317545,0.0001021345,0.0002476597,0.00001340106,0.00002390256,0.001150711,0.000003774677,0.002580769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02364481,"threshold_uncertainty_score":0.1715559,"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."}}