{"id":"W7117241521","doi":"10.1002/alz70856_098837","title":"Association of Retinal Biomarkers, Sleep Quality, and Daytime Sleepiness with Cognitive Impairment in the Elderly Population in Taiwan","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive impairment; Association (psychology); Sleep (system call); Cognition; Retinal; Population; Excessive daytime sleepiness; Daytime","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":[0.000486052,0.0002764619,0.0002635761,0.0007545005,0.0004214895,0.0004883808,0.0002770284,0.0003280131,0.0008279758],"category_scores_gemma":[0.001040866,0.0001941832,0.0005224484,0.0009143989,0.0001939555,0.000308152,0.0004089343,0.0003703103,0.00009611507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003876278,"about_ca_system_score_gemma":0.0004217119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02469778,"about_ca_topic_score_gemma":0.0236914,"domain_scores_codex":[0.9997911,0.00003121952,0.00004988674,0.00006610685,0.00002651647,0.00003516061],"domain_scores_gemma":[0.9994803,0.00006011995,0.0001971851,0.00006226781,0.0001095711,0.00009054368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004935715,0.00001928038,0.9989991,0.000009221127,0.00005379469,0.00005045361,0.00005279276,0.00001828988,0.0001346871,0.00000563931,0.00003940714,0.0005680771],"study_design_scores_gemma":[0.00000366741,0.00003887659,0.9995527,0.000003995892,0.00002808501,0.00006417141,0.0001237341,0.0001012772,0.00002693596,0.00001025622,0.00004476025,0.000001546191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994287,0.0001605271,0.00003863727,0.00002794624,0.000002432718,0.000005545715,0.000203184,0.000001588456,0.0001313591],"genre_scores_gemma":[0.9996287,0.0000529547,0.00002610294,0.00001670983,0.000003513119,0.000006889758,0.0001936624,4.609743e-7,0.00007108567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02469778,"threshold_uncertainty_score":0.04910803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582905450048258,"score_gpt":0.3108212763623269,"score_spread":0.2949922218618444,"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."}}