{"id":"W3155712419","doi":"10.1002/ana.26085","title":"Speech Biomarkers in Rapid Eye Movement Sleep Behavior Disorder and Parkinson Disease","year":2021,"lang":"en","type":"article","venue":"Annals of Neurology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre; Montreal General Hospital","funders":"National Center for Research Resources; National Institutes of Health; Canadian Institutes of Health Research; Agentura Pro Zdravotnický Výzkum České Republiky; National Institute on Aging; ParkinsonFonds Deutschland; Mayo Clinic; National Center for Advancing Translational Sciences; Michael J. Fox Foundation for Parkinson's Research","keywords":"Rapid eye movement sleep; Eye movement; Parkinson's disease; Sleep (system call); REM sleep behavior disorder; Audiology; Disease; Psychology; Neuroscience; Medicine; Physical medicine and rehabilitation; Computer science; Pathology","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":[0.0007847179,0.0005157588,0.0003919749,0.0007713414,0.0001903307,0.0006083533,0.0002464647,0.0004676527,0.0007996149],"category_scores_gemma":[0.001487268,0.0001255478,0.0002175096,0.000360538,0.0002344222,0.0002901703,0.0004540352,0.0002002155,0.0002382678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001823644,"about_ca_system_score_gemma":0.0001643039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007851337,"about_ca_topic_score_gemma":0.001379768,"domain_scores_codex":[0.9995819,0.000121792,0.0000659862,0.0001217505,0.00007486407,0.00003376294],"domain_scores_gemma":[0.9990428,0.0002205893,0.0004015784,0.00003927484,0.0002049656,0.00009069551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00195092,0.000140015,0.9579907,0.0001588744,0.0001831426,0.0005366721,0.0003304984,0.0002138541,0.02421507,0.00002719683,0.0000669618,0.01418615],"study_design_scores_gemma":[0.00005014928,0.00156891,0.9909561,0.00001779784,0.00008427589,0.001687932,0.000250762,0.0004475594,0.004627008,0.00003781811,0.0002574149,0.0000142266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988583,0.0005103057,0.0002804385,0.00001170539,0.000004045344,0.00001672762,0.0001050145,0.000006231473,0.000207221],"genre_scores_gemma":[0.999077,0.00008431768,0.000508172,0.00002074057,0.000007262593,0.00001397099,0.0001069873,0.000002061915,0.0001794261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007996149,"threshold_uncertainty_score":0.004150093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190870887527508,"score_gpt":0.3178726287009117,"score_spread":0.2859639198256366,"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."}}