{"id":"W2162008637","doi":"10.1378/chest.12-2905","title":"Sleep-Disordered Breathing and Postoperative Outcomes After Elective Surgery","year":2013,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"National Center for Research Resources; National Institute on Aging; National Institutes of Health; University of Chicago","keywords":"Medicine; Sleep disordered breathing; Breathing; Sleep (system call); Elective surgery; Anesthesia; Surgery; Obstructive sleep apnea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003194179,0.0001789469,0.0003824784,0.0002392005,0.0001814566,0.0001601436,0.00006130726,0.00008579246,0.001044693],"category_scores_gemma":[0.0005769909,0.0001281887,0.0001269647,0.0001604598,0.0001551046,0.0004306761,0.00006234283,0.0007017524,0.0001080813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155832,"about_ca_system_score_gemma":0.00006394205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004861019,"about_ca_topic_score_gemma":0.000005469562,"domain_scores_codex":[0.9986354,0.000105507,0.000272379,0.000216084,0.0003623841,0.0004082809],"domain_scores_gemma":[0.9986853,0.0002936712,0.00007834549,0.0001464057,0.0004482663,0.0003480103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001441359,0.0001013064,0.9453121,0.00004258539,0.0002759661,0.000304563,0.001738915,3.649364e-7,0.004431952,0.00001757282,0.0003045944,0.04732589],"study_design_scores_gemma":[0.001002199,0.0001042044,0.9934388,0.00003998474,0.00004331404,0.001787183,0.001027428,0.0001714424,0.001608331,0.0003608199,0.0002715262,0.0001447972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916917,0.0006731282,0.0004102385,0.005795187,0.0001489742,0.0002967016,0.000002308651,0.00002204367,0.0009596919],"genre_scores_gemma":[0.9974847,0.00004972749,0.001374806,0.0005044545,0.0001591412,0.00003405897,0.000002230844,0.00003055329,0.0003603472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04812662,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745223288979797,"score_gpt":0.2816816057907181,"score_spread":0.2642293729009201,"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."}}