{"id":"W4405823938","doi":"10.54254/2753-8818/2024.18881","title":"A Study on the Bi-directional Relationship Between Sleep Disturbance and Alzheimer’s Disease","year":2024,"lang":"en","type":"article","venue":"Theoretical and Natural Science","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Disturbance (geology); Alzheimer's disease; Disease; Sleep disorder; Sleep (system call); Neuroscience; Psychology; Medicine; Computer science; Biology; Internal medicine; Cognition; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001965949,0.0001694684,0.0002819994,0.00105448,0.0009136856,0.0008810565,0.0002849477,0.0003306034,0.002281072],"category_scores_gemma":[0.004521588,0.0001374574,0.0005394786,0.001720103,0.0004192986,0.0009670187,0.0008452612,0.0006413134,0.000274035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003631209,"about_ca_system_score_gemma":0.001292794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006694062,"about_ca_topic_score_gemma":0.01144081,"domain_scores_codex":[0.9991047,0.0004428521,0.000101946,0.0001290023,0.0001323626,0.00008912164],"domain_scores_gemma":[0.9967891,0.001333019,0.0006542331,0.000213222,0.0004664666,0.0005438627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000272752,0.0001551751,0.9851593,0.00008234548,0.0002114098,0.0001678368,0.003396526,0.00001477065,0.0001975327,0.0004924654,0.0003150468,0.009534718],"study_design_scores_gemma":[0.00001034391,0.0002412523,0.992835,0.00004348126,0.0001019239,0.0001927313,0.004930241,0.00006984547,0.00002582747,0.000215157,0.001328431,0.000005822573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937792,0.001737818,0.0001724535,0.0006341014,0.00005304741,0.00001556777,0.0001733071,0.000001634571,0.003432734],"genre_scores_gemma":[0.9978206,0.0008197799,0.0001341314,0.0001789489,0.00004444037,0.00001912312,0.0001155482,0.000001791161,0.0008656136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006694062,"threshold_uncertainty_score":0.01331019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0672766014368668,"score_gpt":0.3499048802197328,"score_spread":0.282628278782866,"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."}}