{"id":"W4390200864","doi":"10.1002/alz.082470","title":"Cholinergic white matter hyperintensity volume, cognitive decline, and incident dementia in older adults","year":2023,"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":"","funders":"","keywords":"Hyperintensity; Dementia; Cognitive decline; Cognition; White matter; Internal medicine; Psychology; Cardiology; Magnetic resonance imaging; Medicine; Audiology; Neuroscience; Radiology; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004080307,0.0003001006,0.0003163877,0.0008772626,0.0003464154,0.0005191198,0.0002852834,0.0003705062,0.001175641],"category_scores_gemma":[0.001105536,0.0002158446,0.0002932269,0.0007896003,0.0001579098,0.0003034591,0.0002931819,0.0003291991,0.0001391827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660157,"about_ca_system_score_gemma":0.000192875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004985677,"about_ca_topic_score_gemma":0.005215451,"domain_scores_codex":[0.9998733,0.00002054268,0.00002062139,0.00003847582,0.00002818793,0.00001887895],"domain_scores_gemma":[0.999221,0.0000946572,0.0004156315,0.00004873669,0.00009067743,0.0001294224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006187567,0.00001792368,0.9990205,0.000009477337,0.00003534406,0.0000515109,0.00003267354,0.00001831268,0.0001005689,0.00000339373,0.00002378659,0.0006246414],"study_design_scores_gemma":[0.000002260719,0.00003381554,0.9997359,0.000001880185,0.00001796418,0.00008732399,0.0000281886,0.00004768069,0.00001738392,0.000007686273,0.00001902309,6.885776e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993482,0.0003207731,0.00002500355,0.0000162372,0.00000291744,0.000002821481,0.0001372516,0.000002956785,0.0001438693],"genre_scores_gemma":[0.9995833,0.00009975157,0.00003334876,0.000009219439,0.000009138667,0.000003531202,0.0001637275,3.700793e-7,0.00009760675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004985677,"threshold_uncertainty_score":0.009913325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176094492193226,"score_gpt":0.2960508594324519,"score_spread":0.2784414102131293,"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."}}