{"id":"W2168584321","doi":"10.1136/bmjopen-2014-007327","title":"A cross-sectional study of shift work, sleep quality and cardiometabolic risk in female hospital employees","year":2015,"lang":"en","type":"article","venue":"BMJ Open","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"Canadian Institutes of Health Research; Workplace Safety and Insurance Board","keywords":"Medicine; Cross-sectional study; Shift work; Sleep quality; Quality (philosophy); Environmental health; Epidemiology; Public health; Work (physics); Gerontology; Family medicine; Nursing; Psychiatry; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002488734,0.0001502457,0.0004380899,0.0001496171,0.00005886137,0.0001105124,0.0003973564,0.0001633489,0.0001545404],"category_scores_gemma":[0.0002267013,0.0001387322,0.00005491074,0.0005451805,0.00009741665,0.0001796737,0.0003591768,0.0002688958,0.00009237394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002706822,"about_ca_system_score_gemma":0.00003900435,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0144428,"about_ca_topic_score_gemma":0.001072822,"domain_scores_codex":[0.9977985,0.000632618,0.000598305,0.0004256122,0.0003001662,0.0002448134],"domain_scores_gemma":[0.9988724,0.000146796,0.000240066,0.0005409456,0.00007975465,0.0001200325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005868801,0.001215705,0.9814436,0.000002024444,0.0002723098,0.00001869753,0.01322824,0.0001077653,1.31462e-7,0.0002713441,0.0002753665,0.002577958],"study_design_scores_gemma":[0.004963487,0.0005165671,0.9909236,0.00001930091,0.00002991955,0.000001112802,0.003120126,6.087466e-7,0.000001576209,0.0001770645,0.00005637042,0.0001902951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849024,0.000207734,0.00001261602,0.00004089183,0.0007708218,0.003278218,0.00002731047,0.00002192697,0.01073804],"genre_scores_gemma":[0.9989814,0.000001809644,0.00008024342,0.00002136105,0.0001031929,0.0006222174,0.000007647417,0.00001947188,0.0001627157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0140789,"threshold_uncertainty_score":0.9921201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1619891205039305,"score_gpt":0.4624334459724278,"score_spread":0.3004443254684973,"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."}}