{"id":"W2593018605","doi":"10.17269/cjph.107.5506","title":"Sexual orientation and depression in Canada","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"","keywords":"Sexual orientation; Mental health; Depression (economics); Psychology; Population; Public health; Sexual minority; Demography; Logistic regression; Psychiatry; Clinical psychology; Medicine; Environmental health; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005818124,0.000248174,0.0005757855,0.001678455,0.00644376,0.002621007,0.001261505,0.001142942,0.005315469],"category_scores_gemma":[0.002185364,0.0004919044,0.0009391583,0.005783651,0.0009837886,0.0005803057,0.001295635,0.002743691,0.0002710352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04965692,"about_ca_system_score_gemma":0.07165965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9976289,"about_ca_topic_score_gemma":0.9989038,"domain_scores_codex":[0.999,0.0000835253,0.00006244919,0.00008016448,0.0002245885,0.0005493415],"domain_scores_gemma":[0.997031,0.0001251323,0.0004048482,0.00004256822,0.0008772173,0.001519259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001505386,0.0002143962,0.9828383,0.00005491597,0.00008551057,0.0002324751,0.001408895,0.00008654907,0.00006507299,0.0006207132,0.005037362,0.009205417],"study_design_scores_gemma":[0.00004650757,0.00003651612,0.9914343,0.0001364139,0.00006104007,0.0001024451,0.00502639,0.000200521,0.0000286017,0.000143386,0.002757803,0.00002604865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977995,0.00428373,0.00005226827,0.006934265,0.0001362723,0.00007782352,0.004057625,0.000009717132,0.006453298],"genre_scores_gemma":[0.9928792,0.002781613,0.00008161687,0.00102912,0.00003315057,0.00002383828,0.0009760528,0.00000579751,0.002189667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04965692,"threshold_uncertainty_score":0.3602878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06038482166496119,"score_gpt":0.3570425695666481,"score_spread":0.2966577479016869,"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."}}