{"id":"W7116923024","doi":"10.1002/alz70860_100844","title":"Biological embedding of educational disparities in aging and neurodegeneration across global settings","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; University of Toronto","funders":"","keywords":"Quality (philosophy); Neurodegeneration; Quality of life (healthcare); Disease; Variety (cybernetics)","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":[0.001622261,0.0002902544,0.0003654709,0.001418014,0.000428362,0.0009793531,0.0003357004,0.0004150847,0.003170287],"category_scores_gemma":[0.005462302,0.0001413976,0.0006570419,0.00145782,0.001190374,0.0007856569,0.001760813,0.0004843818,0.0001105469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006268116,"about_ca_system_score_gemma":0.0005493527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01382017,"about_ca_topic_score_gemma":0.01415984,"domain_scores_codex":[0.9989191,0.0004619981,0.00005422426,0.0002899664,0.00009465108,0.0001801013],"domain_scores_gemma":[0.9975273,0.0008199931,0.0007969667,0.000426158,0.0002257673,0.0002037701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001816686,0.00005251578,0.9650532,0.000183788,0.001095066,0.0001727769,0.00104431,0.0008910555,0.0008870731,0.004424761,0.0006129423,0.0254008],"study_design_scores_gemma":[0.000003852157,0.00003804819,0.9957725,0.00005421272,0.0001423222,0.00006339615,0.0004845741,0.0002678065,0.0001243932,0.002432114,0.000611384,0.000005458378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885032,0.003601261,0.001529614,0.001334464,0.00004592461,0.00001553428,0.001163115,0.00001681036,0.003790051],"genre_scores_gemma":[0.9992944,0.0002296163,0.0001729135,0.00007632755,0.00001159064,0.000004919149,0.0001325547,0.000002870072,0.00007482647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01382017,"threshold_uncertainty_score":0.02747947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0235583526899092,"score_gpt":0.3661157721401084,"score_spread":0.3425574194501992,"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."}}