{"id":"W2092218545","doi":"10.1097/aln.0000000000000407","title":"A Matched Cohort Study of Postoperative Outcomes in Obstructive Sleep Apnea","year":2014,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Continuous positive airway pressure; Obstructive sleep apnea; Polysomnography; Sleep apnea; Odds ratio; Positive airway pressure; Cohort; Internal medicine; Apnea; Risk factor; Anesthesia; Surgery","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":[0.0004628224,0.0001939983,0.0009353849,0.0002942088,0.00003666292,0.000004039819,0.0001731851,0.0001468928,0.0001094763],"category_scores_gemma":[0.0005842123,0.0001479677,0.00006984297,0.0002780879,0.0002492738,0.00005618717,0.00007974888,0.0003053508,0.00005247631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007613382,"about_ca_system_score_gemma":0.00002200678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006170498,"about_ca_topic_score_gemma":0.0001618322,"domain_scores_codex":[0.9979965,0.0005270629,0.0004208414,0.0004346537,0.0002744733,0.0003464629],"domain_scores_gemma":[0.9986419,0.0004617742,0.0001070761,0.0004797726,0.000215761,0.00009369045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003771776,0.0007835011,0.9889971,0.00001413752,0.0001632552,0.0001018482,0.002379783,0.00001111507,0.003079717,0.0004192436,0.000003368261,0.003669773],"study_design_scores_gemma":[0.002939524,0.003143772,0.9880015,0.000005540838,0.0000480426,0.00007191929,0.003608885,0.0003702382,0.001361387,0.0002985648,0.00003158995,0.0001189887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973644,0.00001853126,0.00001627967,0.0003032182,0.00006344281,0.001309236,0.000001397344,0.0000269775,0.0008965223],"genre_scores_gemma":[0.9991777,0.000001315821,0.0003060831,0.0002695042,0.00002107144,0.000119259,0.000007563899,0.00002489467,0.00007260851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003550785,"threshold_uncertainty_score":0.6033949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664780903534737,"score_gpt":0.3013150251367202,"score_spread":0.2846672161013729,"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."}}