{"id":"W3137708560","doi":"10.1183/13993003.00753-2021","title":"Guideline-directed management of COVID-19: Do's and Don'ts","year":2021,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; McMaster University","funders":"","keywords":"Guideline; Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Vaccination; Globe; Intensive care medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Disease; Family medicine; Nursing; Virology; Infectious disease (medical specialty); Outbreak; Internal medicine; Pathology","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":[0.003694127,0.0007401822,0.001052417,0.0009308604,0.002505112,0.003709633,0.001889361,0.03210519,0.01141917],"category_scores_gemma":[0.02738919,0.0004739437,0.00134692,0.0006844851,0.002240074,0.005221473,0.001604649,0.03007701,0.01720325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003457798,"about_ca_system_score_gemma":0.004876903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004638991,"about_ca_topic_score_gemma":0.01056033,"domain_scores_codex":[0.9956216,0.00120718,0.0007094986,0.0003588071,0.001641752,0.0004611044],"domain_scores_gemma":[0.9896641,0.004659757,0.0006851558,0.0002718752,0.00307513,0.001643914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005743488,0.000009915645,0.00008007471,0.00004772309,0.000002017262,0.0002967757,0.00003690847,0.00001585051,0.00005002515,0.0005959237,0.9919228,0.006936273],"study_design_scores_gemma":[0.00002500325,0.000020213,0.0003146396,0.0005685149,0.000008106475,0.001242769,0.00009637779,0.0001164063,0.00007011787,0.002552946,0.9949627,0.00002222991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001631311,0.003716696,0.0002442434,0.9401771,0.04730538,0.00002827153,0.0001020169,0.00008436054,0.008178798],"genre_scores_gemma":[0.001791775,0.005400686,0.0005789765,0.9029237,0.0782076,0.00005346513,0.0001290468,0.00005843037,0.01085631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03210519,"threshold_uncertainty_score":0.03820097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05284152059062612,"score_gpt":0.3110845295552435,"score_spread":0.2582430089646174,"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."}}