{"id":"W4403293529","doi":"10.1007/s11357-024-01372-0","title":"Apathy, gait slowness, and executive dysfunction (AGED) triad: opportunities to predict and delay dementia onset","year":2024,"lang":"en","type":"article","venue":"GeroScience","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Parkwood Institute; London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"Ontario Ministry of Research and Innovation; Canadian Institutes of Health Research; Weston Family Foundation; Consortium canadien en neurodégénérescence associée au vieillissement","keywords":"Apathy; Dementia; Clinical Dementia Rating; Executive dysfunction; Depression (economics); Medicine; Psychology; Psychiatry; Disease; Internal medicine; Cognition; Neuropsychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007219341,0.0001309613,0.0001513231,0.0002406871,0.0001983796,0.000214092,0.00006671633,0.00004056932,0.0001445162],"category_scores_gemma":[0.0001171933,0.0001033772,0.00002911417,0.0002718624,0.000318124,0.0002868315,0.0001431123,0.0001371895,0.00002440833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003560788,"about_ca_system_score_gemma":0.0001863638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003549581,"about_ca_topic_score_gemma":0.000009836419,"domain_scores_codex":[0.998531,0.000055124,0.0001625934,0.0004463427,0.0004670036,0.000337917],"domain_scores_gemma":[0.9993978,0.0000816723,0.00001937737,0.0001264283,0.00007538102,0.0002993245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001505868,0.0005679545,0.4225812,0.001201843,0.0003894246,0.001883515,0.006911239,0.000002324612,0.1151017,0.002105574,0.06519295,0.3825564],"study_design_scores_gemma":[0.002358268,0.003956627,0.9129595,0.0008625325,0.0004526785,0.0006921883,0.004463105,0.002593724,0.01006351,0.000647272,0.06046807,0.0004824889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870656,0.001233407,0.005352356,0.00139236,0.0003325692,0.0005892183,0.00004596803,0.00009193507,0.003896634],"genre_scores_gemma":[0.9903062,0.00051012,0.0002221599,0.0007017602,0.00006026222,0.0000794021,0.00001403987,0.0000110607,0.008095022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4903783,"threshold_uncertainty_score":0.4215601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0408145945968582,"score_gpt":0.3066674955888004,"score_spread":0.2658529009919422,"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."}}