{"id":"W2904532018","doi":"10.1016/j.bja.2018.10.059","title":"Evaluation of validity of the STOP-BANG questionnaire in major elective noncardiac surgery","year":2018,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Toronto General Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"Canadian Institutes of Health Research; Department of Family and Community Medicine, University of Toronto; University of Toronto","keywords":"Medicine; Logistic regression; Cohort; Construct validity; Comorbidity; Cohort study; Risk assessment; Retrospective cohort study; Physical therapy; Emergency medicine; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009020492,0.0003563671,0.0007011012,0.001062447,0.000439988,0.0008782876,0.0006953782,0.0009480462,0.001995322],"category_scores_gemma":[0.04772963,0.0004235408,0.001160564,0.0007489128,0.0008681489,0.001037464,0.001434033,0.001085384,0.0004892204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008504474,"about_ca_system_score_gemma":0.001107019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002374899,"about_ca_topic_score_gemma":0.003621885,"domain_scores_codex":[0.9931344,0.002784916,0.001082238,0.0004823344,0.002004381,0.0005117307],"domain_scores_gemma":[0.965825,0.02038029,0.006629982,0.001383784,0.004313816,0.001467245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008116061,0.0002818225,0.9881058,0.0001334773,0.0001425621,0.000104271,0.00109602,0.0001518528,0.000614436,0.00006776839,0.0002393412,0.008251004],"study_design_scores_gemma":[0.00004899483,0.000774626,0.9968446,0.00005860191,0.00003715392,0.0001646278,0.0008750231,0.0004640745,0.0001532463,0.0000448261,0.0005216043,0.00001265377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976174,0.0003552456,0.0002340111,0.0001653384,0.00008199338,0.00007350828,0.000169096,0.0000041075,0.001299312],"genre_scores_gemma":[0.9982404,0.0001945054,0.0004334417,0.0001157216,0.00005315292,0.00009050839,0.0003666462,0.000006923935,0.0004986914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009020492,"threshold_uncertainty_score":0.04770547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040659867447111,"score_gpt":0.3214694161300596,"score_spread":0.2810628174555885,"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."}}