{"id":"W3202443380","doi":"10.1177/00034894211048783","title":"Admission of Patients With Obstructive Sleep Apnea Undergoing Ambulatory Surgery in Otolaryngology—Head and Neck Surgery","year":2021,"lang":"en","type":"article","venue":"Annals of Otology Rhinology & Laryngology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Ambulatory; Obstructive sleep apnea; Otorhinolaryngology; Perioperative; Retrospective cohort study; Surgery; Sleep apnea; Anesthesia","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":[0.0005326094,0.0001638901,0.000200795,0.0007953301,0.0004304198,0.0004691379,0.0002711065,0.000278062,0.002332923],"category_scores_gemma":[0.002351427,0.0001478495,0.0002433555,0.000811775,0.0002153885,0.0003897758,0.0004167256,0.0003946926,0.0001827422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003539145,"about_ca_system_score_gemma":0.0006363401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002654852,"about_ca_topic_score_gemma":0.00484641,"domain_scores_codex":[0.999317,0.0001173986,0.0001490666,0.00008644062,0.00021595,0.0001140977],"domain_scores_gemma":[0.9968296,0.0004780161,0.002014512,0.00005746484,0.0002508999,0.0003694861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002908388,0.00001439081,0.9982321,0.00001852185,0.000009520023,0.0001343432,0.0000549915,0.000009887274,0.0001773396,0.000005493596,0.0000853277,0.001229097],"study_design_scores_gemma":[0.000002186994,0.00007883984,0.9984043,0.00001577723,0.000007143357,0.0009427353,0.0002619655,0.00005578551,0.00008473329,0.000007101123,0.0001375324,0.000001825254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987947,0.0003266549,0.00005991678,0.00006469731,0.00001217593,0.00001541619,0.0002715282,0.000004820446,0.0004501061],"genre_scores_gemma":[0.9993308,0.0001860066,0.0001026724,0.000027192,0.00002033965,0.000009422926,0.0002497841,0.00000114943,0.00007264539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002654852,"threshold_uncertainty_score":0.007804394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484920918136612,"score_gpt":0.3007159447037875,"score_spread":0.2658667355224214,"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."}}