{"id":"W4293788989","doi":"10.1111/anae.15845","title":"Effect of high‐flow nasal oxygen on hypoxaemia during procedural sedation: a systematic review and meta‐analysis","year":2022,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"University of Adelaide; Australian and New Zealand College of Anaesthetists","keywords":"Medicine; Hypercarbia; Anesthesia; Oxygen therapy; Sedation; Meta-analysis; Cochrane Library; Randomized controlled trial; Airway; Relative risk; Hypoxemia; Confidence interval; Surgery; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001006476,0.0004632391,0.006778998,0.0006136562,0.00008231826,0.00001849874,0.0002102664,0.0001240745,0.001415895],"category_scores_gemma":[0.0001903798,0.0002964225,0.001597888,0.001098354,0.00003556607,0.00007603232,0.00007776174,0.0002678506,0.00001663935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039764,"about_ca_system_score_gemma":0.00005376673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001295993,"about_ca_topic_score_gemma":0.000001056412,"domain_scores_codex":[0.9973481,0.0006152206,0.0009721601,0.0004413879,0.0004525069,0.0001706549],"domain_scores_gemma":[0.9982046,0.0001612688,0.0008443255,0.0006667923,0.00005091602,0.00007211773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00001024834,0.00002309021,7.024506e-7,0.9337305,0.04205605,0.000006667841,0.000009668542,3.051738e-7,1.329069e-8,0.00008224222,0.000621676,0.02345883],"study_design_scores_gemma":[0.000134889,0.001884951,0.000002818958,0.05819042,0.9008278,0.00001142495,0.000003300518,0.000009618822,0.000006004098,0.000004018812,0.03867579,0.0002490125],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002341852,0.9938406,0.00001042908,0.0001863338,0.000008563153,0.00517683,0.00001147328,0.0001183356,0.0006239922],"genre_scores_gemma":[0.00008078062,0.9945898,0.00008041042,0.0001621401,0.00002054308,0.002127669,0.000238789,0.00005029736,0.002649546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8755401,"threshold_uncertainty_score":0.9999488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03157412118758278,"score_gpt":0.3237247606282706,"score_spread":0.2921506394406878,"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."}}