{"id":"W4386117280","doi":"10.1097/wad.0000000000000576","title":"Predictors of Cognitive Change in Parkinson Disease","year":2023,"lang":"en","type":"article","venue":"Alzheimer Disease & Associated Disorders","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Western Hospital; London Health Sciences Centre; University of Toronto","funders":"Dystonia Coalition; Agency for Healthcare Research and Quality; Parkinsonfonden; University of Toronto; University of California, San Diego; National Institutes of Health; CHDI Foundation; Demensförbundet; Canadian Institutes of Health Research; Parkinson Canada; Sunovion; National Parkinson Foundation; Biogen; International Parkinson and Movement Disorder Society; University of Oxford; National Institute on Deafness and Other Communication Disorders; Eli Lilly and Company; CurePSP; National Institute of Neurological Disorders and Stroke; Teva Pharmaceutical Industries; National Institute of Environmental Health Sciences; National Institute on Aging; Alzheimer's Association; Michael J. Fox Foundation for Parkinson's Research","keywords":"Cognition; Dementia; Neuropsychology; Cognitive decline; Psychology; Cognitive test; Neuropsychological test; Psychiatry; Medicine; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005946519,0.000302747,0.0002999836,0.000812151,0.0003815734,0.000598913,0.0003024738,0.0004446405,0.001304222],"category_scores_gemma":[0.003364428,0.0001384653,0.0003186797,0.0006761228,0.0002810026,0.0003118353,0.0004695849,0.0008159998,0.0001876456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958392,"about_ca_system_score_gemma":0.0003850637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006550067,"about_ca_topic_score_gemma":0.00645409,"domain_scores_codex":[0.9997578,0.00004303186,0.00003481717,0.00005000507,0.00007368932,0.00004063794],"domain_scores_gemma":[0.997645,0.0004950388,0.001070646,0.00005471289,0.0003299559,0.0004048222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001075384,0.00002004614,0.9982387,0.000008930637,0.00002409635,0.00004868289,0.00001574579,0.00007087879,0.00003237297,0.000004513258,0.000055408,0.001373165],"study_design_scores_gemma":[0.000003939628,0.0000522787,0.9994666,0.000004521422,0.00001544328,0.0001750639,0.00002063224,0.0001582226,0.00002563077,0.0000240972,0.00005204182,0.000001524698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981812,0.0008757657,0.00005302832,0.00008249831,0.000007578289,0.000008344852,0.0003002403,0.000008355626,0.0004830491],"genre_scores_gemma":[0.9995347,0.0001055152,0.00004188129,0.000009013234,0.000006799414,0.000003078745,0.0002390391,7.865956e-7,0.00005906225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006550067,"threshold_uncertainty_score":0.01302391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03129074120442891,"score_gpt":0.291898736726894,"score_spread":0.2606079955224651,"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."}}