{"id":"W3018215965","doi":"10.3389/fneur.2020.00292","title":"Nonmotor Symptoms Affect Sleep Quality in Early-Stage Parkinson's Disease Patients With or Without Cognitive Dysfunction","year":2020,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Polysomnography; Parkinson's disease; Hamilton Anxiety Rating Scale; Pittsburgh Sleep Quality Index; Cognition; Hamd; Rating scale; Depression (economics); REM sleep behavior disorder; Medicine; Sleep (system call); Anxiety; Psychology; Physical therapy; Psychiatry; Internal medicine; Disease; Sleep quality; Cognitive impairment; Electroencephalography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002243678,0.0002836096,0.0002928989,0.0004084459,0.0002855795,0.0003577179,0.0001496289,0.0003149141,0.001188239],"category_scores_gemma":[0.001143895,0.0001054131,0.000265696,0.0003603857,0.000162514,0.0002310403,0.0002983126,0.0002393366,0.0001437082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001903699,"about_ca_system_score_gemma":0.0001249614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669841,"about_ca_topic_score_gemma":0.004633717,"domain_scores_codex":[0.999853,0.00003412935,0.00002781911,0.00002919168,0.00003113478,0.00002471048],"domain_scores_gemma":[0.9994975,0.00008752508,0.0002499104,0.00001310953,0.00005106228,0.0001008742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000256178,0.00005661346,0.9972704,0.00002183508,0.00004506518,0.0001138567,0.00006870367,0.00001996095,0.0002613024,0.000003682895,0.00004489094,0.001837446],"study_design_scores_gemma":[0.000005972212,0.0001096151,0.9994925,0.000003375359,0.00001045059,0.0002240071,0.00005549728,0.00003562929,0.00001657338,0.000005429646,0.00003986652,0.000001014709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993182,0.0003842387,0.00001957369,0.00001517023,0.000003740978,0.000005240843,0.00008814519,8.255471e-7,0.000164851],"genre_scores_gemma":[0.9996477,0.00009132221,0.00002681521,0.00001759485,0.000005460995,0.000003446494,0.0001127555,3.273365e-7,0.00009453872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001669841,"threshold_uncertainty_score":0.003975093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01446905940957425,"score_gpt":0.256942815449428,"score_spread":0.2424737560398538,"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."}}