{"id":"W4310036596","doi":"10.3389/fmed.2022.1068327","title":"High-flow nasal oxygen in acute hypoxemic respiratory failure: A narrative review of the evidence before and after the COVID-19 pandemic","year":2022,"lang":"en","type":"review","venue":"Frontiers in Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Nasal cannula; Coronavirus disease 2019 (COVID-19); Ventilation (architecture); Work of breathing; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Anesthesia; Cannula; Mechanical ventilation; Internal medicine; Surgery; Disease","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":[0.00456035,0.0006600354,0.003873216,0.00051194,0.0001277314,0.000006789662,0.000807769,0.0003818171,0.0006479619],"category_scores_gemma":[0.002756308,0.0003271022,0.0003893898,0.00156163,0.0007911289,0.000109155,0.000359729,0.002005488,0.000002214281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008754663,"about_ca_system_score_gemma":0.00210867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005864745,"about_ca_topic_score_gemma":0.000202221,"domain_scores_codex":[0.9944949,0.001394114,0.001749729,0.0008070319,0.001064961,0.0004892279],"domain_scores_gemma":[0.9970428,0.0004126353,0.0009032569,0.001277356,0.0000731426,0.0002907563],"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":[0.0005856861,0.0000855535,0.01815861,0.1474282,0.0008331515,0.001030391,0.007120399,6.351233e-7,0.00001021339,0.00003036715,0.2729743,0.5517425],"study_design_scores_gemma":[0.001106631,0.0005160764,0.0002436181,0.1157577,0.001862307,0.0003122858,0.001092134,0.000002428536,3.610424e-7,0.0001546808,0.8787193,0.000232526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003297413,0.9892861,0.00008706762,0.004600312,0.001413355,0.004179625,0.00004795853,0.00002604416,0.00002981812],"genre_scores_gemma":[0.00004829774,0.9793452,0.0004747228,0.0179881,0.0003066888,0.001296815,0.00005761278,0.00006999985,0.0004125574],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.605745,"threshold_uncertainty_score":0.9999181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06476291920764496,"score_gpt":0.3573513283180718,"score_spread":0.2925884091104268,"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."}}