{"id":"W3095184006","doi":"10.1136/jech-2020-214241","title":"Gender, marital and educational inequalities in mid- to late-life depressive symptoms: cross-cohort variation and moderation by urbanicity degree","year":2020,"lang":"en","type":"review","venue":"Journal of Epidemiology & Community Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; McGill University Health Centre","funders":"National Institute on Aging; Norwegian Institute of Public Health; Norges Forskningsråd; Helse Midt-Norge; Government of Canada; Agence Régionale de Santé Île-de-France; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Wellcome Trust; Canadian Institutes of Health Research; Institut National de Prévention et d'Éducation pour la Santé; Institut pour la Recherche en Santé Publique; European Commission; McMaster University; John D. and Catherine T. MacArthur Foundation","keywords":"Demography; Moderation; Marital status; Medicine; Depression (economics); Cohort; Population; Cohort study; Cross-sectional study; Affect (linguistics); Gerontology; Psychology; Environmental health; 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":[0.01019031,0.0005774257,0.0009848516,0.001106708,0.0006469943,0.00123161,0.0009412433,0.0006652923,0.001352988],"category_scores_gemma":[0.01455184,0.0004854248,0.00508882,0.001683108,0.0007920476,0.0006080944,0.001124662,0.0006654971,0.00007968411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035967,"about_ca_system_score_gemma":0.001478762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1041377,"about_ca_topic_score_gemma":0.1168955,"domain_scores_codex":[0.9966962,0.001437008,0.0003979324,0.000832517,0.0003371271,0.0002993014],"domain_scores_gemma":[0.9922276,0.004158578,0.00146339,0.001129622,0.0007647079,0.0002561169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009801522,0.00002778039,0.9570907,0.001024347,0.02947212,0.00008398463,0.0004123996,0.0006226265,0.0002482191,0.0003778804,0.0005148734,0.009144893],"study_design_scores_gemma":[0.00008025647,0.0001099236,0.9813884,0.0005292968,0.01532232,0.00007182996,0.0002199326,0.0006165105,0.000158971,0.0004293937,0.001055507,0.00001764577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9165886,0.07167079,0.004643999,0.0009303007,0.0002087341,0.0001539681,0.004180646,0.00004338961,0.001579497],"genre_scores_gemma":[0.9947508,0.003159802,0.0008168771,0.0001717405,0.00003177868,0.0000596944,0.0008536463,0.000007367159,0.0001483635],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1041377,"threshold_uncertainty_score":0.2070631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2726575397027946,"score_gpt":0.4998371245766502,"score_spread":0.2271795848738556,"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."}}