{"id":"W7118145104","doi":"10.21020/husbfd.1672349","title":"Investigation of Cognitive Flexibility, Fatigue, and Depression According to Sleep Quality in Older Adults","year":2025,"lang":"en","type":"article","venue":"Hacettepe Üniversitesi Sağlık Bilimleri Fakültesi Dergisi","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pittsburgh Sleep Quality Index; Depression (economics); Beck Depression Inventory; Cognition; Sleep (system call); Cognitive flexibility; Stroop effect; Sleep quality; Flexibility (engineering)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006208723,0.000364539,0.0005565542,0.0009399,0.0001723168,0.00003407561,0.000298899,0.0004411777,0.0002745867],"category_scores_gemma":[0.0007627551,0.0003766917,0.000131409,0.001641395,0.0002760353,0.0003090108,0.0003011616,0.0004105191,0.00004387998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113187,"about_ca_system_score_gemma":0.0000695041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012051,"about_ca_topic_score_gemma":0.0002779292,"domain_scores_codex":[0.9968794,0.000524628,0.0006959962,0.001073958,0.0003059909,0.0005200158],"domain_scores_gemma":[0.9974483,0.00128929,0.0002468687,0.0005373267,0.0002759497,0.0002022539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001349044,0.000338269,0.9476792,0.0001676,0.0003024391,0.00002406982,0.01246729,0.0001226472,0.00273604,0.0007512336,0.001081162,0.03298103],"study_design_scores_gemma":[0.007568249,0.000140092,0.9374627,0.001283324,0.0002027272,0.000003568853,0.0464681,0.0003256188,0.00529278,0.0006562868,0.00006904473,0.000527482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852883,0.001605626,0.001731255,0.0007154446,0.0005246619,0.001218505,0.00002656923,0.0001134819,0.008776105],"genre_scores_gemma":[0.9979663,0.00005666887,0.000490786,0.000977335,0.00002636763,0.00004347577,0.00004691824,0.00002688655,0.0003652962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03400081,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678258297660088,"score_gpt":0.320380750518728,"score_spread":0.2935981675421271,"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."}}