{"id":"W4404274554","doi":"10.1016/j.euroneuro.2024.10.009","title":"Excess mortality and life-years lost in people diagnosed with depression: A 20-year population-based cohort study of 126,573 depressed individuals followed for 1,139,073 persons-years","year":2024,"lang":"en","type":"article","venue":"European Neuropsychopharmacology","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"University of Hong Kong; State Key Laboratory of Brain and Cognitive Sciences, University of Hong Kong","keywords":"Depression (economics); Demography; Cohort; Gerontology; Excess mortality; Medicine; Late life depression; Population; Psychology; Cohort study; Psychiatry; Pediatrics; Internal medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006371788,0.0004572183,0.000591588,0.0008797336,0.0007257748,0.0009355761,0.0006108895,0.0008882318,0.0008693972],"category_scores_gemma":[0.001259266,0.0007125991,0.00113948,0.001545836,0.0003140368,0.0008206383,0.0006038518,0.0009832334,0.0003436748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004413693,"about_ca_system_score_gemma":0.0004563744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04143557,"about_ca_topic_score_gemma":0.03903984,"domain_scores_codex":[0.9995961,0.00008461063,0.00004775019,0.0001401875,0.00005520635,0.0000761634],"domain_scores_gemma":[0.9992744,0.00009491121,0.0002167478,0.0001226655,0.0001164807,0.000174708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003118484,0.00005970497,0.9985723,0.000007211941,0.0001920028,0.00009542864,0.0000899439,0.0000290779,0.0001794196,0.000006925451,0.00008499953,0.0003709882],"study_design_scores_gemma":[0.00001879933,0.00009960858,0.9992106,0.000004247164,0.00009662565,0.0001179555,0.0002128693,0.0001040181,0.00002638205,0.000007636407,0.00009633077,0.000004857339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986269,0.000162428,0.00006467671,0.00001752517,0.000009910202,0.000006464855,0.0009538246,0.000002783137,0.0001554542],"genre_scores_gemma":[0.9981205,0.000169767,0.0000534818,0.00002809004,0.000009927571,0.00001128744,0.001218825,0.000002134544,0.0003859777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04143557,"threshold_uncertainty_score":0.08238876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239128186915098,"score_gpt":0.3701803568411392,"score_spread":0.3377890749719882,"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."}}