{"id":"W3155377390","doi":"10.1213/ane.0000000000005390","title":"Vulnerability to Postoperative Complications in Obstructive Sleep Apnea: Importance of Phenotypes","year":2021,"lang":"en","type":"review","venue":"Anesthesia & Analgesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Obstructive sleep apnea; Airway; Dilator; Sleep apnea; Intensive care medicine; Comorbidity; Breathing; 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":[0.0006410757,0.0005462755,0.0009635653,0.001391579,0.0002075826,0.0009515401,0.00052659,0.0007331113,0.001982412],"category_scores_gemma":[0.001779184,0.0001625257,0.0008249285,0.001152781,0.0003495264,0.0008069766,0.0005562527,0.0009726737,0.0004601232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756557,"about_ca_system_score_gemma":0.001102198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327686,"about_ca_topic_score_gemma":0.001766631,"domain_scores_codex":[0.9996821,0.00007495387,0.00007091064,0.000050482,0.00009689665,0.00002474188],"domain_scores_gemma":[0.9993692,0.0003980276,0.00008692494,0.0000123131,0.0001080333,0.00002547291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001159347,0.00003897792,0.001631036,0.02902964,0.0003183259,0.0002210628,0.0001656929,0.0001921945,0.0007286174,0.00268695,0.01192414,0.9529474],"study_design_scores_gemma":[0.00005405832,0.0002880355,0.01912018,0.04030793,0.001662753,0.006764218,0.0004779129,0.0002105637,0.000740547,0.004775182,0.9255247,0.00007381078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000343336,0.9983701,0.0000962446,0.0003351475,0.0001124303,0.000004948663,0.00002827833,0.000003671374,0.000705753],"genre_scores_gemma":[0.00226748,0.9970478,0.0001622381,0.0001578587,0.00009924069,0.000008694543,0.00004421175,0.000001049938,0.0002113749],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001982412,"threshold_uncertainty_score":0.006631851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04593901478276922,"score_gpt":0.3650546643126741,"score_spread":0.3191156495299048,"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."}}