{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003432498,0.0002055668,0.0003461054,0.0001467762,0.0007598404,0.0002246393,0.0001476996,0.00009024001,0.000072061],"category_scores_gemma":[0.002032562,0.0001698916,0.00005880527,0.0001092712,0.0002520484,0.0006609458,0.0001465222,0.000280013,0.00004040628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485006,"about_ca_system_score_gemma":0.0000679742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552753,"about_ca_topic_score_gemma":0.0001538971,"domain_scores_codex":[0.9982356,0.0001213828,0.0002842421,0.0005136592,0.0005984106,0.0002467507],"domain_scores_gemma":[0.9982772,0.0001656751,0.0001884064,0.0006037796,0.000620557,0.0001443734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003567522,0.0003383379,0.9786907,0.00001358236,0.0002222964,0.00005125473,0.001557018,0.000003989153,0.003103683,0.002551476,0.00001028522,0.0131006],"study_design_scores_gemma":[0.004327883,0.001222527,0.9897206,0.00001189147,0.00007225676,0.00001310162,0.001340399,0.0009958853,0.001496509,0.0005543788,0.00008778105,0.000156733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922723,0.000028968,0.0003837381,0.001913827,0.0001398586,0.002544995,0.00001851843,0.00004738735,0.002650471],"genre_scores_gemma":[0.9982865,0.000001481104,0.0007771149,0.0002028979,0.000127251,0.0002472009,0.00002134742,0.00002646329,0.0003096985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01294387,"threshold_uncertainty_score":0.6927978,"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."}}