{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005449628,0.0006262048,0.003324427,0.0006489056,0.00009844809,0.00003088145,0.0004918033,0.0003858608,0.0002825247],"category_scores_gemma":[0.0004861153,0.0005440636,0.0006326004,0.002394879,0.000332844,0.0001106341,0.0001259792,0.0009454546,0.00009685129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006335001,"about_ca_system_score_gemma":0.0004823759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001420144,"about_ca_topic_score_gemma":0.0001021994,"domain_scores_codex":[0.9956021,0.0006679446,0.001313195,0.001170621,0.0006684035,0.0005776756],"domain_scores_gemma":[0.9964453,0.0005112168,0.0004169022,0.001454855,0.0008285556,0.0003431806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007990054,0.0006930576,0.01767733,0.006012062,0.0007162724,0.0009221029,0.0006642209,0.000008036786,0.0000313802,0.007640655,0.000133847,0.9654211],"study_design_scores_gemma":[0.001664865,0.0009864657,0.2269665,0.0125431,0.002492916,0.003138226,0.001360124,0.0001277412,0.000187753,0.0004392281,0.7480691,0.002023933],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007219897,0.9870191,0.0001437917,0.001483448,0.00003207765,0.002888448,0.00003902128,0.00004377696,0.001130498],"genre_scores_gemma":[0.0236486,0.9635379,0.008419219,0.0009777467,0.000218295,0.001533037,0.001049366,0.0003267128,0.0002891431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9633972,"threshold_uncertainty_score":0.9997011,"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."}}