{"id":"W4406223381","doi":"10.1002/alz.093733","title":"Predicting Cognitive Decline: A Comprehensive Study On relative Brain Age, Cognitive Reserve, And Longitudinal Changes","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"","keywords":"Cognitive reserve; Cognition; Cognitive decline; Longitudinal study; Psychology; Cognitive psychology; Medicine; Neuroscience; Cognitive impairment; Dementia; Internal medicine","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":[0.003482903,0.0004926973,0.0006807541,0.001649781,0.000586774,0.0007448959,0.0004691491,0.0006919093,0.0005449898],"category_scores_gemma":[0.004712256,0.0002176681,0.001145317,0.001662251,0.0002921757,0.0008098061,0.0007211575,0.0006019874,0.0001400965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765763,"about_ca_system_score_gemma":0.000748049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007257279,"about_ca_topic_score_gemma":0.00937777,"domain_scores_codex":[0.9992948,0.0002648121,0.00008261074,0.0001976325,0.0001100251,0.00005014677],"domain_scores_gemma":[0.997505,0.0009352402,0.0006113646,0.0003124818,0.0003647437,0.000271199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008824541,0.00008443394,0.994272,0.00002339248,0.0004352563,0.00004327716,0.0001147743,0.0002968494,0.0001035804,0.00001672742,0.0001033913,0.004418151],"study_design_scores_gemma":[0.000004371491,0.0001955214,0.9980195,0.00001269626,0.000174092,0.00009814179,0.0000925951,0.001113779,0.00005779679,0.00005575943,0.0001698998,0.000005907485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978835,0.0005401046,0.0006064446,0.00004682305,0.000004737776,0.0000236758,0.0006667039,0.00001311741,0.0002148057],"genre_scores_gemma":[0.9982193,0.0001843978,0.0005081035,0.0000176427,0.000008073674,0.00003391075,0.0009199851,0.0000035848,0.0001049643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007257279,"threshold_uncertainty_score":0.01841962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06607402776662451,"score_gpt":0.3354544317445173,"score_spread":0.2693804039778928,"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."}}