{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008226343,0.0001063439,0.00007921323,0.00009271387,0.0008207047,0.0003459904,0.0002954043,0.0000201212,0.00003461092],"category_scores_gemma":[0.002298151,0.00005377673,0.00002358421,0.0009298481,0.003821046,0.0002184681,0.0001893593,0.0003987821,0.00003633613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001664177,"about_ca_system_score_gemma":0.00004926557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002828351,"about_ca_topic_score_gemma":3.382952e-7,"domain_scores_codex":[0.9982145,0.000179473,0.0001020155,0.0005300348,0.000690027,0.00028398],"domain_scores_gemma":[0.9961495,0.003430495,0.000008233029,0.0001696649,0.00002285466,0.0002191886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004212006,0.00003280706,0.03141332,0.000003025014,0.000002585552,0.0000205289,0.00018145,4.046644e-7,0.00058901,0.9625442,0.00002235961,0.005148181],"study_design_scores_gemma":[0.0001136398,0.0001252187,0.8315291,0.0000278069,0.00002931468,0.000009528625,0.00007586991,0.002274657,0.005238172,0.1603223,0.0001186346,0.000135711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911656,0.0006321139,0.0000257206,0.006272001,0.0002002251,0.0002873552,0.00001235134,0.00006530124,0.001339365],"genre_scores_gemma":[0.9995967,0.000008309865,0.000004900397,0.0001994433,0.00008958428,0.00002616916,3.546168e-7,0.000005407398,0.00006912825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8022218,"threshold_uncertainty_score":0.99889,"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."}}