{"id":"W4412711123","doi":"10.1016/j.mri.2025.110464","title":"Association of white matter hyperintensities with cognitive impairment","year":2025,"lang":"en","type":"article","venue":"Magnetic Resonance Imaging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Hyperintensity; Montreal Cognitive Assessment; Cognition; Medicine; Internal medicine; Audiology; Trail Making Test; Effects of sleep deprivation on cognitive performance; Cardiology; Cognitive test; Fractional anisotropy; White matter; Cognitive impairment; Psychology; Disease; Psychiatry; Magnetic resonance imaging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155744,0.0004750295,0.0004078732,0.002268735,0.0007126905,0.001171925,0.0004949357,0.0007690081,0.002750535],"category_scores_gemma":[0.005402325,0.0003133538,0.0005552269,0.002036779,0.0005282331,0.0008847095,0.0005952094,0.001046882,0.0002324533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003382331,"about_ca_system_score_gemma":0.0005447834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005891624,"about_ca_topic_score_gemma":0.006806742,"domain_scores_codex":[0.9994198,0.0001509394,0.0001006828,0.0001020775,0.0001226535,0.0001038872],"domain_scores_gemma":[0.9957134,0.0008305642,0.002057719,0.0002427489,0.0006446492,0.0005109813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003759602,0.000112718,0.9956043,0.00002337319,0.0002130931,0.0004160176,0.00007845972,0.00003773356,0.0004333399,0.00005749275,0.00008094289,0.002566606],"study_design_scores_gemma":[0.000004849896,0.00007448794,0.9988382,0.000005735212,0.00005141323,0.0006056994,0.00009033617,0.0001023621,0.00006791505,0.00008448362,0.00007056932,0.000003802834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956676,0.001283505,0.0001178114,0.0002080825,0.00002498241,0.000008111762,0.0001538782,0.000008025059,0.002528043],"genre_scores_gemma":[0.9988682,0.0003173582,0.0001264804,0.00004367912,0.00005188438,0.000003287695,0.0001315085,0.000001890047,0.0004555811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005891624,"threshold_uncertainty_score":0.01171464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004806234141154686,"score_gpt":0.2587452648377485,"score_spread":0.2539390306965938,"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."}}