{"id":"W4317884362","doi":"10.12968/hmed.2022.0420","title":"Non-invasive support for the hypoxaemic patient","year":2023,"lang":"en","type":"review","venue":"British Journal of Hospital Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Intensive care medicine; Ventilation (architecture); Coronavirus disease 2019 (COVID-19); Oxygenation; Triage; Pandemic; Mechanical ventilation; Acute respiratory failure; Emergency medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008585778,0.0007202472,0.001521867,0.001531174,0.0003010251,0.001335497,0.0009715326,0.001411675,0.00530013],"category_scores_gemma":[0.002446702,0.0001723504,0.001186786,0.0009974522,0.0004566997,0.001081213,0.0007512029,0.001945944,0.001700684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005483004,"about_ca_system_score_gemma":0.001268518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009213213,"about_ca_topic_score_gemma":0.001563926,"domain_scores_codex":[0.9995831,0.0001097872,0.00008158638,0.00005788497,0.0001329222,0.00003481393],"domain_scores_gemma":[0.9989892,0.0006332263,0.0001646904,0.00002505249,0.000143301,0.00004452842],"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":[0.0001325265,0.00006930246,0.0002962475,0.04990221,0.0002973392,0.0002332638,0.00007604588,0.0002101144,0.0006961389,0.002444147,0.0277082,0.9179344],"study_design_scores_gemma":[0.00009187098,0.0002308119,0.00279235,0.06326965,0.0006641808,0.004598765,0.0001823453,0.0001629435,0.0005173983,0.003318861,0.9241352,0.0000357447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000614725,0.9990817,0.00004565905,0.0002436353,0.0001451793,0.000003889526,0.000008226215,0.000002404467,0.0004077191],"genre_scores_gemma":[0.0009106493,0.9982983,0.0001114488,0.0002242115,0.000195552,0.000007532592,0.00002197982,0.000001042958,0.0002292374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00530013,"threshold_uncertainty_score":0.01773071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04683901069724615,"score_gpt":0.3303059563251509,"score_spread":0.2834669456279047,"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."}}