{"id":"W7117133611","doi":"10.1002/alz70856_100392","title":"Comparing Macro‐ and Micro‐structural Predictors of Subsequent Cognitive Impairment in the BLSA","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Cognition; Cognitive impairment; Cognitive decline; Cognitive Assessment System; Cohort","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":[0.001031335,0.0005218238,0.0002710274,0.001274621,0.0004384851,0.0006781627,0.0004060489,0.0005354329,0.001425547],"category_scores_gemma":[0.002242729,0.0002535187,0.0003708199,0.0005210916,0.0003667222,0.0005553396,0.0008208604,0.0005565624,0.0003237823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003262099,"about_ca_system_score_gemma":0.000334989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146807,"about_ca_topic_score_gemma":0.01806755,"domain_scores_codex":[0.9998106,0.00003245049,0.00002228493,0.00006749287,0.00003109663,0.00003609413],"domain_scores_gemma":[0.9987518,0.0001975347,0.0004723155,0.0001320985,0.000212847,0.0002333736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000318104,0.00004131432,0.9980392,0.000006533746,0.00003980722,0.00004244842,0.00009622316,0.00005837777,0.0003263163,0.00001809363,0.00006081696,0.0009527574],"study_design_scores_gemma":[0.000007066489,0.0001362554,0.9992476,0.000005315596,0.00001900321,0.00008870944,0.0001190757,0.0002028396,0.00005966585,0.00003728107,0.00007506891,0.000002109784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995289,0.00006798717,0.00004532547,0.00001469933,0.000002026764,0.00000344101,0.0001669486,0.000001787665,0.0001688888],"genre_scores_gemma":[0.9993886,0.00003139034,0.00007153656,0.00001028346,0.000004112941,0.000006251195,0.000330018,0.000001697863,0.0001559544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146807,"threshold_uncertainty_score":0.02280259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444320875373002,"score_gpt":0.3158097546009456,"score_spread":0.2913665458472156,"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."}}