{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001222455,0.000128985,0.000288923,0.000144326,0.00002195296,0.000005314846,0.00005597094,0.00008365156,0.000226353],"category_scores_gemma":[0.0001344509,0.0001257767,0.00008367917,0.0002018711,0.00011027,0.00004870665,0.00006664345,0.0001444552,0.000006601302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002296676,"about_ca_system_score_gemma":0.00005334723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008661774,"about_ca_topic_score_gemma":0.0001508672,"domain_scores_codex":[0.9988715,0.00009217326,0.0002667327,0.0003376422,0.0001541273,0.0002777985],"domain_scores_gemma":[0.999375,0.00004855819,0.00005967014,0.0002810238,0.00007813499,0.0001576436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007470143,0.0008441084,0.9356151,0.00007981034,0.00006592963,0.001619268,0.00006312725,0.000003652033,0.004219268,0.00005080801,0.0007775857,0.05591437],"study_design_scores_gemma":[0.001400031,0.0005112198,0.9736614,0.00001456421,0.00006629235,0.00001620533,0.00007606617,0.00009471855,0.001909716,0.0002678552,0.02188273,0.00009921484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594886,0.003496173,0.000003647291,0.0360426,0.00009025622,0.0002476022,0.00001302218,0.0000146373,0.0006034083],"genre_scores_gemma":[0.9807903,0.00274438,0.00005218965,0.01620753,0.0000249145,0.0000289059,0.00002902097,0.0000173272,0.0001054059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05581515,"threshold_uncertainty_score":0.5129024,"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."}}