{"id":"W4416910593","doi":"10.1016/j.lana.2025.101231","title":"Prevalence and correlates of severe depressive symptoms among Arab, Asian, Black, Indigenous, White, and mixed-race individuals in Canada: a population-based study","year":2025,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Public Health Agency of Canada","keywords":"Depressive symptoms; Public health; Depression (economics); Agency (philosophy); Epidemiology; Population","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":[0.0003991009,0.0003245308,0.0003709064,0.001200058,0.002356511,0.0008530652,0.0007831178,0.0004051624,0.001200173],"category_scores_gemma":[0.0009650844,0.0003423034,0.0003521612,0.002969102,0.0007015648,0.0002958502,0.0008118345,0.0004920498,0.0002162453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006681791,"about_ca_system_score_gemma":0.008987281,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9715144,"about_ca_topic_score_gemma":0.983669,"domain_scores_codex":[0.9995431,0.00003289987,0.00003308191,0.00007049718,0.000169224,0.0001512844],"domain_scores_gemma":[0.9990531,0.00004155285,0.0001514539,0.00002661173,0.0003506957,0.0003765014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002395455,0.00003856602,0.9973832,0.00002115038,0.00001991648,0.00005823501,0.0007375326,0.00001935799,0.0001438312,0.00001723289,0.0002989729,0.001237975],"study_design_scores_gemma":[0.000002507845,0.00002284121,0.9980651,0.00001353845,0.000009837703,0.0000655164,0.001556102,0.00005720919,0.00002300289,0.000006852044,0.0001735281,0.000004078095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975404,0.0002035735,0.00004760521,0.00007975566,0.000003579186,0.00004087514,0.001478386,0.000004566294,0.0006012911],"genre_scores_gemma":[0.9979723,0.0003567878,0.0001851144,0.00009570505,0.000003882029,0.00002798456,0.0009743759,0.0000022564,0.0003815469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0284856,"threshold_uncertainty_score":0.05730665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02794406378145447,"score_gpt":0.3470398392378184,"score_spread":0.3190957754563639,"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."}}