{"id":"W4410396784","doi":"10.1159/000546316","title":"The Complex Interplay between Sleep and Neurodegenerative Diseases: An Epidemiological View","year":2025,"lang":"en","type":"review","venue":"Neuroepidemiology","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dementia; Epidemiology; Chronotype; Disease; Cohort; Cohort study; Psychiatry; Pediatrics; Internal medicine; Circadian rhythm","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":[0.04052968,0.0008441886,0.00297468,0.01914526,0.0007514769,0.005855673,0.001634344,0.002594949,0.001999848],"category_scores_gemma":[0.07878568,0.001035429,0.003024004,0.01256959,0.003033914,0.006788871,0.002870273,0.002329955,0.0002510403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002159824,"about_ca_system_score_gemma":0.003285969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003120864,"about_ca_topic_score_gemma":0.004666881,"domain_scores_codex":[0.9729183,0.0113791,0.008228777,0.002941189,0.004121683,0.0004109226],"domain_scores_gemma":[0.7473239,0.198353,0.03762651,0.004497077,0.01121791,0.0009816511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001517593,0.0001841525,0.314581,0.3294461,0.03583106,0.00100932,0.004757044,0.001624394,0.002570478,0.02085475,0.006964726,0.2806593],"study_design_scores_gemma":[0.0003211802,0.001570575,0.462334,0.3589746,0.0499672,0.006123614,0.005896334,0.00178519,0.001042193,0.03579819,0.07583192,0.0003550275],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007333888,0.9832869,0.001199658,0.006928626,0.0004151565,0.00005332991,0.0002411939,0.000006125588,0.0005351587],"genre_scores_gemma":[0.1393355,0.8466296,0.004320978,0.00610158,0.002870484,0.0002200195,0.0003569423,0.0000109205,0.0001538879],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04052968,"threshold_uncertainty_score":0.214344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103594372364908,"score_gpt":0.4477698543815954,"score_spread":0.3441754820166874,"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."}}