{"id":"W4406580402","doi":"10.1016/j.sleep.2025.01.015","title":"Association of early-onset psychiatric disorders with REM sleep behavior disorder – A retrospective study","year":2025,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Association (psychology); Psychiatry; Medicine; Retrospective cohort study; REM sleep behavior disorder; Sleep (system call); Psychology; Polysomnography; Electroencephalography; Internal medicine; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000306943,0.0002775479,0.0006535375,0.0004021778,0.0001190953,0.000006772463,0.0001099292,0.0001030324,0.0001932754],"category_scores_gemma":[0.0001574769,0.0001946987,0.0001005239,0.001077404,0.00007521334,0.00006514185,0.00003711994,0.0002255862,0.00001159059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130742,"about_ca_system_score_gemma":0.00008432404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006294646,"about_ca_topic_score_gemma":0.0007193775,"domain_scores_codex":[0.9979393,0.00009094044,0.0004076175,0.0004832535,0.0007584339,0.0003204867],"domain_scores_gemma":[0.998808,0.00005382293,0.0002772787,0.0004754101,0.0002323972,0.0001530753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008052638,0.003265003,0.9879724,0.00004835944,0.001000226,0.00003576607,0.0005516767,0.000001337684,0.00003034615,0.00007634409,0.0007765872,0.005436724],"study_design_scores_gemma":[0.01359199,0.004823142,0.9748433,0.0001293534,0.004202781,0.000003396331,0.001227452,0.00003377742,0.00002424139,0.0003200049,0.0006601663,0.0001403799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914586,0.0007503693,0.0003865945,0.001980349,0.0005209542,0.001910431,0.00003284929,0.0000809825,0.002878891],"genre_scores_gemma":[0.9971296,0.00008728939,0.0001863632,0.0001685287,0.00008342686,0.0002517074,0.00005616026,0.00003035535,0.0020066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01312905,"threshold_uncertainty_score":0.7939582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005802978871517829,"score_gpt":0.2715115290774001,"score_spread":0.2657085502058822,"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."}}