{"id":"W4200210270","doi":"10.3389/fnhum.2021.775144","title":"Association Between Z Drugs Use and Risk of Cognitive Impairment in Middle-Aged and Older Patients With Chronic Insomnia","year":2021,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Sleep and related disorders","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Zolpidem; Zopiclone; Cognition; Dementia; Montreal Cognitive Assessment; Insomnia; Internal medicine; Medicine; Psychology; Risk factor; Psychiatry; Cognitive impairment","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":[],"consensus_categories":[],"category_scores_codex":[0.0002014075,0.0001096889,0.0001892123,0.0001857382,0.00009110139,0.0000320117,0.00007274097,0.00009503408,0.000009678641],"category_scores_gemma":[0.0001422111,0.0001012172,0.00001639269,0.0004090544,0.0002252052,0.0001803572,0.00005017237,0.0002628022,2.135177e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008709566,"about_ca_system_score_gemma":0.00002899742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001959397,"about_ca_topic_score_gemma":0.0001555576,"domain_scores_codex":[0.9986711,0.0002558521,0.0002161069,0.0004040045,0.0002010701,0.0002519401],"domain_scores_gemma":[0.9994915,0.000125666,0.0001753079,0.000115225,0.00004180308,0.00005052753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002855476,0.0002367938,0.9936179,0.000009007309,0.00003561807,0.000007745657,0.00492524,0.00001651327,0.00002036478,0.000004854841,0.0001718134,0.0009256079],"study_design_scores_gemma":[0.004495234,0.0002448582,0.9939384,0.00009991273,0.00007453942,3.519204e-7,0.0008453009,0.00005400459,0.00005241596,0.00006347283,0.00001929814,0.000112208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998664,0.00033361,0.0001944184,0.0000172579,0.0003378652,0.0003122615,0.00003223436,0.000009007651,0.00009932385],"genre_scores_gemma":[0.9994652,0.0001752566,0.000051977,0.00005459932,0.000007478193,0.00001336355,0.00001033803,0.000009841766,0.0002119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004466679,"threshold_uncertainty_score":0.4127517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117610400074514,"score_gpt":0.2428653027611472,"score_spread":0.231689198760402,"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."}}