{"id":"W2341722427","doi":"10.1093/bja/aew029","title":"Using the STOP-BANG questionnaire to predict hypoxaemia in patients recovering from noncardiac surgery: a prospective cohort analysis","year":2016,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Prospective cohort study; Perioperative; Cohort; Receiver operating characteristic; Surgery; Anesthesia; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001155085,0.0001468671,0.0006889915,0.0005294494,0.00009809646,0.00007233151,0.0001812836,0.00008577856,0.00004206078],"category_scores_gemma":[0.00120508,0.0001088378,0.0003822175,0.001071588,0.00009991509,0.0003058788,0.00005219801,0.0003337555,0.000005528363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008949279,"about_ca_system_score_gemma":0.0001614222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001291183,"about_ca_topic_score_gemma":0.0002085047,"domain_scores_codex":[0.9975942,0.0002987222,0.0006158343,0.0002783632,0.0008707473,0.0003421303],"domain_scores_gemma":[0.9984094,0.0001609964,0.0002928147,0.0002472091,0.0006466219,0.0002429825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003040291,0.00009477424,0.8851792,0.000005351721,0.0007313809,0.0005121792,0.00009568104,0.00004694111,0.0002096451,0.000001961364,0.000113951,0.1127049],"study_design_scores_gemma":[0.001079019,0.0002044807,0.9963763,0.00097793,0.0005238556,0.0001523285,0.00006324393,0.00008547004,0.0002840096,0.00005763223,0.00007277656,0.0001229026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965137,0.0005530213,0.001855262,0.0003957379,0.0001272201,0.0004639343,0.0000308852,0.00001139198,0.00004888194],"genre_scores_gemma":[0.9985612,0.0001896071,0.000898717,0.00007345112,0.000221708,0.00000985633,0.000003531412,0.00002956511,0.00001236485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.112582,"threshold_uncertainty_score":0.4438277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396317546835447,"score_gpt":0.2665687359216605,"score_spread":0.2526055604533061,"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."}}