{"id":"W2606201056","doi":"10.1159/000470914","title":"Undiagnosed Obstructive Sleep Apnea and Postoperative Outcomes: A Prospective Observational Study","year":2017,"lang":"en","type":"article","venue":"Respiration","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Obstructive sleep apnea; Prospective cohort study; Sleep apnea; Sleep study; Cohort; Logistic regression; Complication; Cohort study; Apnea; Polysomnography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001455873,0.0002997172,0.0005186571,0.0007227734,0.0004832669,0.0007483228,0.0005138051,0.0005679376,0.001044072],"category_scores_gemma":[0.003547208,0.0005563006,0.0005961251,0.001322942,0.0003911878,0.0007491812,0.0006374515,0.0009682549,0.000177724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003009657,"about_ca_system_score_gemma":0.0005765351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004940008,"about_ca_topic_score_gemma":0.005839936,"domain_scores_codex":[0.9987828,0.0003860495,0.0001791867,0.0002373486,0.0002421771,0.0001724657],"domain_scores_gemma":[0.9957918,0.0007404356,0.002186384,0.0003313584,0.0002782661,0.0006717726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005308201,0.00004571349,0.9995989,0.000006758977,0.00002792585,0.0000305535,0.00003458081,0.000007406878,0.00003177877,0.000003904476,0.00002042551,0.0001390255],"study_design_scores_gemma":[0.00001600226,0.0002091315,0.9991491,0.00001124213,0.00003262659,0.0002141344,0.000186979,0.00009411196,0.00001516583,0.000009232491,0.00005853445,0.000003761119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994032,0.0001602983,0.00005144441,0.00002230219,0.000003982657,0.00001458044,0.0002113349,0.000001195574,0.0001316764],"genre_scores_gemma":[0.9994141,0.0001212332,0.00007718484,0.00003930979,0.000009605583,0.00001823652,0.0002889196,0.000001098298,0.00003025347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004940008,"threshold_uncertainty_score":0.009822488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09420047118567962,"score_gpt":0.3852060174839265,"score_spread":0.2910055462982469,"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."}}