{"id":"W4286629033","doi":"10.21203/rs.3.rs-1816088/v1","title":"Depression links with the non-motor symptoms of Parkinson’s disease","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Depression (economics); Beck Depression Inventory; Excessive daytime sleepiness; Epworth Sleepiness Scale; Parkinson's disease; Movement disorders; Hyposmia; Pittsburgh Sleep Quality Index; Physical therapy; REM sleep behavior disorder; Psychiatry; Medicine; Psychology; Medical history; Internal medicine; Dementia; Disease; Cognition; Polysomnography; Sleep disorder; Sleep quality; Anxiety; 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":[0.0002865075,0.0001826962,0.0002276825,0.0003524623,0.0002533433,0.0004310998,0.0001440486,0.0002480659,0.002563123],"category_scores_gemma":[0.001206003,0.0001167022,0.00023606,0.0003441466,0.0001812373,0.000147668,0.0002334457,0.000397233,0.0001654457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428005,"about_ca_system_score_gemma":0.0001557293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009484803,"about_ca_topic_score_gemma":0.001260629,"domain_scores_codex":[0.999831,0.00005877691,0.00002710459,0.00002975063,0.00003028439,0.00002311094],"domain_scores_gemma":[0.9992439,0.000171303,0.0003947878,0.00002367358,0.00006406593,0.0001023126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001509189,0.0000338222,0.9967641,0.00002463282,0.00005689679,0.0002545518,0.00002833523,0.00001602255,0.0002947332,0.00001820717,0.00007544439,0.002282482],"study_design_scores_gemma":[0.000005795356,0.0000567609,0.9985124,0.000009430064,0.00003288909,0.00106557,0.00003979029,0.00009757417,0.00005091475,0.00003825125,0.00008903136,0.00000147609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970698,0.001957619,0.00006793046,0.0001001077,0.00001100013,0.000005303309,0.0001001801,0.000001747515,0.0006861346],"genre_scores_gemma":[0.99954,0.0002533628,0.00003756017,0.00001648408,0.00001842836,0.000001593932,0.00005823512,2.826741e-7,0.00007417068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002563123,"threshold_uncertainty_score":0.008574486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302095324924153,"score_gpt":0.3588115973246099,"score_spread":0.3257906440753684,"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."}}