{"id":"W4396906893","doi":"10.1016/j.jad.2024.05.059","title":"Prediction of depressive symptoms at high age (80+) by psychological, biological and functional factors","year":2024,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Ministry of Research, Innovation and Science; Deutsche Forschungsgemeinschaft","keywords":"Depressive symptoms; Depression (economics); Cluster (spacecraft); Medicine; Logistic regression; Cross-sectional study; Population; Demography; Internal medicine; Psychology; Gerontology; Psychiatry; Cognition; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001027676,0.0003724056,0.0004103649,0.000571622,0.00024282,0.0004744656,0.0002893906,0.0004680057,0.0006611065],"category_scores_gemma":[0.002167062,0.0002856083,0.0004851459,0.0004487066,0.0001676139,0.0002709895,0.0004873972,0.000475374,0.0002155339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495729,"about_ca_system_score_gemma":0.0001400454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004812504,"about_ca_topic_score_gemma":0.006808702,"domain_scores_codex":[0.999644,0.0001549771,0.00003925091,0.00005753784,0.00005117615,0.00005308035],"domain_scores_gemma":[0.9991284,0.0001811613,0.0003481475,0.00006334163,0.00009480237,0.0001841545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009841728,0.00001817773,0.9989329,0.000004020761,0.00003337082,0.00001630641,0.00002338906,0.00002997161,0.0001256605,0.00000571595,0.00003637962,0.0006757025],"study_design_scores_gemma":[0.000004344341,0.00004467933,0.9996694,0.000002325713,0.00001229073,0.00003953517,0.00003272728,0.0001434052,0.00001363004,0.0000106553,0.00002586043,0.000001031147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995776,0.0001248757,0.00007012203,0.00001331193,0.000001945044,0.000005507557,0.0000924144,0.000001217902,0.0001130544],"genre_scores_gemma":[0.9995363,0.00005774442,0.0001037887,0.000009276294,0.000005012271,0.000006759417,0.0001988943,7.321602e-7,0.00008158317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004812504,"threshold_uncertainty_score":0.009568989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234060828880688,"score_gpt":0.3093229991649061,"score_spread":0.2869823908760992,"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."}}