{"id":"W4413940451","doi":"10.1016/j.jadr.2025.100971","title":"Living alone and 12-month major depressive episode in men and women from 2005 to 2021","year":2025,"lang":"en","type":"article","venue":"Journal of Affective Disorders Reports","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"Université de Bordeaux","keywords":"Depressive symptoms; Psychology; Medicine; Psychiatry; Demography; Clinical psychology; Gerontology; Sociology; Anxiety","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001347145,0.0001060326,0.0003714891,0.0001980878,0.0002304486,0.00007933251,0.00006667239,0.00008171742,0.00007776637],"category_scores_gemma":[0.001640431,0.00009598254,0.00004160105,0.0001918981,0.00008931467,0.0002653857,0.00007459898,0.0001903733,3.249827e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000263335,"about_ca_system_score_gemma":0.0002714096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02680006,"about_ca_topic_score_gemma":0.08703812,"domain_scores_codex":[0.9985262,0.0002473559,0.0004123516,0.0001986239,0.0002396751,0.0003758269],"domain_scores_gemma":[0.9985557,0.0007363969,0.0002905847,0.00008855537,0.00007331416,0.0002554099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004799051,0.00006352465,0.9518385,0.00002643412,0.00006208822,0.000129999,0.01921923,0.00001824486,0.00001469679,0.00006786083,0.002051698,0.02645973],"study_design_scores_gemma":[0.0003793776,0.00005717378,0.9645479,0.0003143265,0.00001871644,0.000006772681,0.0242879,0.000008076869,0.0000119168,0.004962923,0.005301975,0.0001029702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832702,0.003774423,0.0001622209,0.004670368,0.0003139183,0.0003274042,0.000002628203,0.000004495958,0.007474319],"genre_scores_gemma":[0.99699,0.001648822,0.000140339,0.0005779333,0.00008759234,0.00001797026,2.935371e-7,0.000006545285,0.0005304578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06023806,"threshold_uncertainty_score":0.9796805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005525495143760492,"score_gpt":0.2931285312031866,"score_spread":0.2876030360594261,"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."}}