{"id":"W4408997502","doi":"10.1002/mds.30181","title":"Plasma Biomarkers and Disease Prognosis in Mild Cognitive Impairment with Lewy Bodies","year":2025,"lang":"en","type":"article","venue":"Movement Disorders","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Newcastle Biomedical Research Centre; NIHR Cambridge Biomedical Research Centre; GE Healthcare; UK Dementia Research Institute; Weston Family Foundation; UCLH Biomedical Research Centre; Medical Research Council; Alzheimer's Society","keywords":"Dementia with Lewy bodies; Cognitive impairment; Medicine; Disease; Lewy body disease; Degenerative disease; Central nervous system disease; Alzheimer's disease; Cognition; Dementia; Psychology; Pathology; Neuroscience; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005401545,0.0004115257,0.0004352618,0.0009203802,0.0002200484,0.0005875511,0.0002287007,0.0004807919,0.001006469],"category_scores_gemma":[0.002137235,0.0001321705,0.0001846213,0.0006198227,0.0002988031,0.0003245936,0.0002317315,0.0004018136,0.0002548083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003472029,"about_ca_system_score_gemma":0.0002251859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809046,"about_ca_topic_score_gemma":0.002201955,"domain_scores_codex":[0.99986,0.00003747215,0.0000190276,0.00003142102,0.00003144504,0.00002050051],"domain_scores_gemma":[0.9989353,0.0002317635,0.0005896284,0.00003339,0.0001047914,0.0001051523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001095844,0.00007622527,0.9848897,0.00007148297,0.0001415638,0.0002111819,0.00006816433,0.0001483541,0.001005574,0.00004150775,0.0002675727,0.01198283],"study_design_scores_gemma":[0.00002440411,0.0002733682,0.9976587,0.00004262969,0.00006533794,0.0005874715,0.00005921188,0.0002399806,0.0003741746,0.0002677971,0.000398868,0.000007908458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925494,0.005885827,0.0001453137,0.0001556236,0.00001706496,0.000009847138,0.0004405026,0.0000148718,0.0007814561],"genre_scores_gemma":[0.9984451,0.0007457834,0.0002198303,0.00007206523,0.00002988655,0.000007990656,0.0002864918,0.000001458911,0.0001914154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001809046,"threshold_uncertainty_score":0.003597081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00861300929193864,"score_gpt":0.2815302738045497,"score_spread":0.2729172645126111,"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."}}