{"id":"W4312036839","doi":"10.1093/geroni/igac059.2254","title":"COHORT SHIFTS IN POPULATION COGNITIVE AGING","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Cohort; Cognition; Cohort effect; Population; Psychology; Cognitive test; Cognitive skill; Cognitive aging; Cognitive decline; Cohort study; Gerontology; Developmental psychology; Demography; Dementia; Medicine; Disease; Psychiatry","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":[0.004837277,0.0001547926,0.000238172,0.001261076,0.0003868328,0.000686346,0.0004166043,0.0004435612,0.004454605],"category_scores_gemma":[0.01298964,0.0001266265,0.0004322048,0.001030268,0.0004905723,0.0007367855,0.0008141354,0.0004712202,0.0002967773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004110615,"about_ca_system_score_gemma":0.000416514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0135604,"about_ca_topic_score_gemma":0.01026982,"domain_scores_codex":[0.9989411,0.0003272909,0.00005325973,0.0003891859,0.0001655389,0.0001236253],"domain_scores_gemma":[0.9929274,0.00219247,0.001603538,0.001513549,0.001365832,0.0003973222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001381833,0.00007670342,0.9555561,0.00004491154,0.0003172039,0.0001480224,0.001810105,0.001348963,0.001934867,0.006062404,0.001080365,0.03148229],"study_design_scores_gemma":[0.000002251029,0.00004600953,0.995427,0.000009027556,0.00002647391,0.00007222001,0.0003555063,0.0008999414,0.0001437371,0.002151066,0.0008591617,0.000007650548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924843,0.0007744049,0.00305844,0.0004490184,0.00004082359,0.00001836709,0.0005824117,0.00003921681,0.002553112],"genre_scores_gemma":[0.9988037,0.0001385648,0.0003299066,0.00005643913,0.00001447264,0.000005541238,0.0002031653,0.000004051795,0.0004440814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135604,"threshold_uncertainty_score":0.026963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418732948417676,"score_gpt":0.3468269107693754,"score_spread":0.3026395812851987,"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."}}