{"id":"W4410444705","doi":"10.1080/23279095.2025.2502579","title":"How do aging, socioeconomic status, and gender affect verbal fluency, cognitive skills, depression, and daily living activities in older people?","year":2025,"lang":"en","type":"article","venue":"Applied Neuropsychology Adult","topic":"Health and Well-being Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Verbal fluency test; Socioeconomic status; Psychology; Depression (economics); Cognition; Cognitive skill; Fluency; Gerontology; Activities of daily living; Clinical psychology; Developmental psychology; Medicine; Psychiatry; Neuropsychology; Population; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000776121,0.0002486112,0.0002646243,0.0005937947,0.0003225617,0.0005735256,0.0002131036,0.0004450714,0.001492389],"category_scores_gemma":[0.002714157,0.0001153528,0.000431801,0.0004468009,0.000312448,0.0004172658,0.0002454998,0.0001779542,0.0002328508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001609718,"about_ca_system_score_gemma":0.0002036544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00358693,"about_ca_topic_score_gemma":0.00721916,"domain_scores_codex":[0.999731,0.00009344385,0.0000261556,0.00005118084,0.00005048515,0.000047755],"domain_scores_gemma":[0.9989512,0.0002962525,0.0004421319,0.00004414046,0.000105428,0.0001608583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007470706,0.00005472757,0.9956721,0.00001377268,0.00006850564,0.00005150033,0.0002079584,0.0000210965,0.00008855588,0.00001196596,0.00008220082,0.003652805],"study_design_scores_gemma":[0.000001479864,0.00007348893,0.9994953,0.000006632529,0.00001948028,0.00004817191,0.000190217,0.00004233517,0.0000140552,0.00003096755,0.00007608756,0.000001780383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986007,0.0006202805,0.0000438028,0.00008018909,0.00001292427,0.000003787259,0.0001257689,0.000001834426,0.0005107739],"genre_scores_gemma":[0.9995105,0.0001965486,0.00003816823,0.0000309843,0.00001154442,0.000003458334,0.00007763606,5.411297e-7,0.0001306395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00358693,"threshold_uncertainty_score":0.007132053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007563438377678818,"score_gpt":0.299967192968856,"score_spread":0.2924037545911772,"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."}}