{"id":"W4313461230","doi":"10.3389/fpsyt.2022.1078161","title":"The changing relationship between health risk behaviors and depression among birth cohorts of Canadians 65+, 1994–2014","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Depression (economics); Medicine; Demography; Mental health; Population; Gerontology; Psychiatry; 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":[0.0009549164,0.00035519,0.0003389048,0.001813732,0.00247448,0.001142126,0.001177612,0.0005638016,0.001913405],"category_scores_gemma":[0.002737467,0.0003024418,0.0009739794,0.00388508,0.0004980236,0.0003780846,0.0009315946,0.0009496061,0.0002539725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01536676,"about_ca_system_score_gemma":0.02080797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9920776,"about_ca_topic_score_gemma":0.9938813,"domain_scores_codex":[0.9990309,0.00004849803,0.00006502304,0.0001567917,0.0003525869,0.0003461567],"domain_scores_gemma":[0.997974,0.00006168235,0.0003424653,0.00006917681,0.001192299,0.000360363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005356902,0.0000123236,0.9939063,0.00003692501,0.00007341315,0.00002917512,0.0002988133,0.00005135049,0.00005700891,0.00006188826,0.002082419,0.00333675],"study_design_scores_gemma":[0.000002542438,0.000006793297,0.9984907,0.00002319853,0.00002447102,0.0000243841,0.0004245509,0.00006047586,0.00001866154,0.00001012447,0.0009098098,0.000004229743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647055,0.003836436,0.0002146322,0.001270254,0.0001058479,0.00005833059,0.02626635,0.00002688167,0.003515863],"genre_scores_gemma":[0.9897831,0.001361521,0.000227191,0.0001909986,0.00002335285,0.00002495442,0.007414313,0.000005980533,0.000968592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01536676,"threshold_uncertainty_score":0.1114941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112401967056355,"score_gpt":0.2954976078525086,"score_spread":0.2843735881819451,"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."}}