{"id":"W2935794504","doi":"10.1093/sleep/zsz067.135","title":"0136 The Effect of Shift Type on Sleep before, during, and after Work in Rotating Shift Workers","year":2019,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Shift work; Sleep (system call); Work (physics); Night work; Psychology; Medicine; Audiology; Physics; Psychiatry; Computer science; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003735007,0.0002173109,0.0002752435,0.0001312986,0.00004999994,0.00002121473,0.0001976966,0.0002127769,0.0009789579],"category_scores_gemma":[0.00004138481,0.0001479372,0.00007703865,0.0004723804,0.00008634237,0.00005150227,0.00006600267,0.0004842853,0.0006437289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002254379,"about_ca_system_score_gemma":0.000004064393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001263108,"about_ca_topic_score_gemma":0.00009782171,"domain_scores_codex":[0.9985386,0.0002489636,0.0002932208,0.0003591452,0.0001709683,0.0003891415],"domain_scores_gemma":[0.9990357,0.0002915981,0.0001137619,0.0004880102,0.00001086251,0.0000600968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0019286,0.00003976675,0.9749136,0.00001386082,0.0001086945,0.00002815167,0.004143397,0.0001911939,0.000003260198,0.0002544877,0.00005621412,0.01831875],"study_design_scores_gemma":[0.001828704,0.0007022445,0.9965848,0.0003509734,0.00004507595,0.000001452231,0.0001260766,0.00001697951,0.00007210876,0.00006386225,0.00004668073,0.0001610982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898651,0.0006692469,0.000002844492,0.0001803994,0.0009800127,0.0005809931,0.000002312607,0.00003715708,0.007681984],"genre_scores_gemma":[0.9995241,0.000002104526,0.00002771888,0.0001091091,0.00007987156,0.00006556338,0.000004259834,0.00003809655,0.0001492115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02167112,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004746440305205421,"score_gpt":0.2474968827860462,"score_spread":0.2427504424808408,"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."}}