{"id":"W4390489908","doi":"","title":"The influence of altered circadian rhythm on sleep quality and cognition among shift workers of KLE Hospital: A comparative study","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Circadian rhythm; Sleep quality; Cognition; Medicine; Sleep (system call); Rhythm; Psychology; Internal medicine; Psychiatry; Computer science","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":[0.001183262,0.0002876968,0.0008529701,0.0002458502,0.0002375873,0.0002491639,0.001168664,0.0001383173,0.0008771601],"category_scores_gemma":[0.000294344,0.0002303721,0.0001395425,0.0009179775,0.0005003416,0.0007272094,0.0002954021,0.0005998593,0.00001313272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002712307,"about_ca_system_score_gemma":0.00004141151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628234,"about_ca_topic_score_gemma":0.0001618972,"domain_scores_codex":[0.996469,0.001020044,0.001209215,0.0004612522,0.0005294044,0.0003111344],"domain_scores_gemma":[0.9963264,0.001086712,0.001573869,0.0004531171,0.000298876,0.0002609635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001112022,0.0007596114,0.9719105,0.00002211195,0.001154612,0.00002421316,0.01558485,0.0004413802,0.000615871,0.00017956,0.002353616,0.005841652],"study_design_scores_gemma":[0.001523597,0.0001748105,0.9912084,0.0004371486,0.0001554855,0.000001039131,0.004565991,0.00001172029,0.001118323,0.0005144897,0.00003618821,0.0002528575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920249,0.003230566,0.00003444814,0.0003380705,0.0003391945,0.001214026,0.00005033368,0.00002165194,0.002746831],"genre_scores_gemma":[0.9992805,0.000337691,0.00001379427,0.0001930561,0.0000674475,0.00006498723,0.000006676962,0.00002793327,0.000007893115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01929785,"threshold_uncertainty_score":0.9604288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2833906427420058,"score_gpt":0.5508885087214102,"score_spread":0.2674978659794043,"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."}}