{"id":"W4361272012","doi":"10.1136/bmjopen-2022-067879","title":"High-flow nasal cannula reduces intubation rate in patients with COVID-19 with acute respiratory failure: a meta-analysis and systematic review","year":2023,"lang":"en","type":"review","venue":"BMJ Open","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Medicine; Nasal cannula; Coronavirus disease 2019 (COVID-19); Intubation; Meta-analysis; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Respiratory system; Betacoronavirus; Cannula; Anesthesia; Surgery; Virology; Internal medicine; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01074427,0.002708305,0.0211496,0.00542639,0.0005855567,0.003887845,0.001838443,0.002616909,0.003422961],"category_scores_gemma":[0.02603585,0.001457337,0.04527896,0.005087704,0.000690917,0.001852404,0.001288968,0.001942915,0.0002413812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372501,"about_ca_system_score_gemma":0.003446888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005794467,"about_ca_topic_score_gemma":0.01127058,"domain_scores_codex":[0.9925452,0.003298762,0.002405418,0.0006905072,0.0008079463,0.0002521136],"domain_scores_gemma":[0.9873338,0.009008596,0.002358773,0.0002983085,0.0008189987,0.0001815977],"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":[0.002931792,0.00006265494,0.002315773,0.4460459,0.5349022,0.000124298,0.00007027201,0.0004579466,0.0002274447,0.00009287128,0.0003287838,0.01244012],"study_design_scores_gemma":[0.0007876359,0.0003778234,0.002656805,0.02781227,0.9665179,0.00009825361,0.0000374744,0.000165942,0.00009639494,0.0001065978,0.001321467,0.00002141888],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004211824,0.994669,0.0002489846,0.0001301075,0.0001314385,0.0002607652,0.0001828644,0.00001223216,0.0001527763],"genre_scores_gemma":[0.1284234,0.8665839,0.001908016,0.0008324097,0.0003805177,0.001139785,0.0004244868,0.00002337099,0.0002841142],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0211496,"threshold_uncertainty_score":0.05682182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1847000459693851,"score_gpt":0.4385613759566573,"score_spread":0.2538613299872722,"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."}}