{"id":"W1557631889","doi":"10.1080/15332980802072454","title":"Aging and Mental Health∗","year":2008,"lang":"en","type":"article","venue":"Social Work in Mental Health","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Mental health; Psychology; Happiness; Health care; Health promotion; Mental health law; Gerontology; Dementia; Perspective (graphical); Disease; Cognition; Psychiatry; Medicine; Public health; Social psychology; Nursing","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":[0.0004707836,0.0001991598,0.0002113531,0.001283871,0.002917242,0.002658427,0.0002967488,0.0003780793,0.01018808],"category_scores_gemma":[0.0008710577,0.000048738,0.0001767746,0.002043481,0.001019513,0.000483907,0.0008779679,0.0007497876,0.000732731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01379034,"about_ca_system_score_gemma":0.02957668,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8799756,"about_ca_topic_score_gemma":0.9383344,"domain_scores_codex":[0.9995128,0.00004375084,0.00001433194,0.0000210562,0.0002190853,0.0001890403],"domain_scores_gemma":[0.9992119,0.00005044849,0.00004654656,0.00001367436,0.0003832025,0.0002941365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006447049,0.000085357,0.08025126,0.0009345257,0.00004067596,0.000552656,0.008338679,0.0004226766,0.0004771062,0.04078038,0.2466176,0.6214346],"study_design_scores_gemma":[0.000003306054,0.00002930219,0.134018,0.0006904628,0.00001814905,0.0003308587,0.005743684,0.0001041892,0.0001291963,0.003067314,0.8558493,0.00001612603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0730729,0.382861,0.0006595769,0.1615613,0.004310516,0.0001012812,0.002619167,0.0001476075,0.3746667],"genre_scores_gemma":[0.5530909,0.3020183,0.001416594,0.0184992,0.002526381,0.00004623182,0.001452442,0.0000317208,0.1209182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8799756,"threshold_uncertainty_score":0.2414625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06245218150493036,"score_gpt":0.4752820365693211,"score_spread":0.4128298550643907,"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."}}