{"id":"W4296327959","doi":"10.1007/s00127-022-02362-3","title":"Mental health services use and depressive symptom scores among gay and bisexual men in Canada","year":2022,"lang":"en","type":"article","venue":"Social Psychiatry and Psychiatric Epidemiology","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Public Health Ontario; University of Toronto; Toronto Metropolitan University; McGill University","funders":"Fonds de Recherche du Québec - Santé; National Institute of Mental Health; Canada Excellence Research Chairs, Government of Canada; Canadian Institutes of Health Research; Ontario HIV Treatment Network","keywords":"Mental health; Medicine; Clinical psychology; Patient Health Questionnaire; Depressive symptoms; Epidemiology; Sexual orientation; Socioeconomic status; Demography; Psychiatry; Psychology; Population; Anxiety; Internal medicine","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":[0.0006014793,0.0002940082,0.0003948979,0.001358838,0.002221887,0.001306269,0.0009896929,0.0003166162,0.00197015],"category_scores_gemma":[0.002066721,0.0002932126,0.0006447051,0.003337587,0.0005823284,0.0003686928,0.0009008744,0.0007466222,0.0001615239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02052423,"about_ca_system_score_gemma":0.02846678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961593,"about_ca_topic_score_gemma":0.9976643,"domain_scores_codex":[0.9992542,0.00005853407,0.00004678476,0.00009326746,0.0002896642,0.0002574988],"domain_scores_gemma":[0.9984603,0.00007256204,0.0003030667,0.00003399835,0.0006838539,0.0004463335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002647422,0.0000230222,0.9959228,0.00002605565,0.00004172848,0.00002548286,0.0002578417,0.00006990837,0.00003769127,0.0000674523,0.0007830961,0.002718402],"study_design_scores_gemma":[0.000006310338,0.0000131264,0.9978752,0.00004948213,0.00003156463,0.00003823132,0.0008492662,0.0002922247,0.00004206725,0.0000246683,0.0007697579,0.000008089886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863896,0.001766741,0.000115353,0.0007251491,0.00002524026,0.00005303152,0.008002035,0.00001472404,0.002908148],"genre_scores_gemma":[0.9959919,0.0009004598,0.0001724093,0.0001721533,0.000007636544,0.00001488323,0.002056451,0.000004034689,0.0006801981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02052423,"threshold_uncertainty_score":0.1489145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996530585252159,"score_gpt":0.3658681358939053,"score_spread":0.3259028300413837,"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."}}