{"id":"W4406210384","doi":"10.1002/alz.087499","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":"Université Laval; University of Manitoba; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Cognitive reserve; Cognitive decline; Cognition; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000773801,0.0004780153,0.0003709813,0.0001603772,0.0005302144,0.0001672049,0.0002051357,0.0001204354,0.0008919967],"category_scores_gemma":[0.0003111987,0.000465291,0.00007833309,0.0004668015,0.0005648741,0.0005547652,0.0008750105,0.0006857112,0.0009191076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005874626,"about_ca_system_score_gemma":0.00003609798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597305,"about_ca_topic_score_gemma":0.005306715,"domain_scores_codex":[0.9959258,0.000618209,0.0004381607,0.001543589,0.0007652973,0.0007089523],"domain_scores_gemma":[0.9971692,0.002084327,0.0001562775,0.0002671655,0.00003476547,0.0002882865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002821725,0.0007210399,0.8641339,0.00002605623,0.01053291,0.001299547,0.01379704,0.00001970353,0.0007870067,0.00006324128,0.0009630852,0.1073743],"study_design_scores_gemma":[0.00151024,0.001509595,0.9785189,0.0003807562,0.006240923,0.00002764199,0.00661423,0.0006903355,0.001155745,0.0002703439,0.002498295,0.0005830139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760212,0.01326897,0.0004586485,0.001929046,0.0002230233,0.002259386,0.00009339434,0.0001824288,0.005563965],"genre_scores_gemma":[0.9972311,0.0001364751,0.0001737865,0.001848243,0.0001282381,0.0002863908,0.00005278813,0.00007938054,0.00006357318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.114385,"threshold_uncertainty_score":0.9998588,"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."}}