{"id":"W4220784662","doi":"10.1111/anae.15718","title":"Postoperative outcomes in surgical patients with obstructive sleep apnoea diagnosed by sleep studies: a meta‐analysis and trial sequential analysis","year":2022,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; St Joseph's Health Care; Western University; London Health Sciences Centre; University of Toronto","funders":"University Health Network","keywords":"Medicine; Polysomnography; Atrial fibrillation; Meta-analysis; Odds ratio; Prospective cohort study; Randomized controlled trial; Anesthesia; Internal medicine; Surgery; Apnea","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009299429,0.001210138,0.01190326,0.00321109,0.0002731989,0.00009627417,0.0004489969,0.0003864194,0.001003724],"category_scores_gemma":[0.000424695,0.0007843307,0.0039478,0.007730357,0.0005667816,0.0002258698,0.000358276,0.00136841,0.0000113654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009420303,"about_ca_system_score_gemma":0.0001624951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006857337,"about_ca_topic_score_gemma":0.0005719904,"domain_scores_codex":[0.9916174,0.002337221,0.001480658,0.001865306,0.001849639,0.0008497526],"domain_scores_gemma":[0.9958299,0.001585099,0.000746647,0.001058786,0.0003711384,0.000408426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003387574,0.001007028,0.02521815,0.0007433527,0.7600067,0.001571096,0.0005463408,0.00001460421,1.690835e-8,0.00003404872,0.00001089092,0.2074602],"study_design_scores_gemma":[0.02383245,0.002611997,0.004282359,0.00008226487,0.8848131,0.0000177433,0.0005720151,0.00005456672,4.969155e-7,0.000007507891,0.08268791,0.001037564],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03733024,0.9568383,0.00002523339,0.000126777,0.00007545545,0.004943656,0.0005231118,0.00005290281,0.00008434554],"genre_scores_gemma":[0.01355428,0.9810321,0.0002649916,0.00008661544,0.00005728401,0.002643281,0.002077033,0.0001495827,0.0001347996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2064226,"threshold_uncertainty_score":0.9999095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07248077779662941,"score_gpt":0.3762908244805839,"score_spread":0.3038100466839544,"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."}}