{"id":"W3138469621","doi":"10.1186/s13054-021-03536-2","title":"Mechanical ventilation parameters in critically ill COVID-19 patients: a scoping review","year":2021,"lang":"en","type":"review","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico; Ministero della Salute","keywords":"Medicine; Critically ill; Coronavirus disease 2019 (COVID-19); Mechanical ventilation; Intensive care medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Critical illness; Emergency medicine; Virology; Internal medicine; 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":[0.005106231,0.001224049,0.005113543,0.01397543,0.0005462681,0.002646368,0.001595328,0.002498577,0.002940859],"category_scores_gemma":[0.02734109,0.0008759175,0.0043185,0.01270158,0.000973164,0.002342597,0.001301944,0.0009176313,0.0002507967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002242863,"about_ca_system_score_gemma":0.005448355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006488519,"about_ca_topic_score_gemma":0.008701837,"domain_scores_codex":[0.9959782,0.0009613409,0.002040138,0.0003645852,0.000539833,0.0001158173],"domain_scores_gemma":[0.974867,0.01816491,0.004904319,0.0002797253,0.001616348,0.0001677145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002511866,0.00003542122,0.00262572,0.8774332,0.003946491,0.0002628806,0.0003893403,0.0002478074,0.0003368539,0.0003736999,0.002727056,0.1113703],"study_design_scores_gemma":[0.00008049478,0.0001814078,0.009146288,0.938084,0.02054902,0.0007670391,0.0005065952,0.000143765,0.0002635607,0.0003261979,0.02990304,0.00004849068],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001131486,0.9980933,0.00006166814,0.0001834929,0.00005943675,0.0000743031,0.000205242,0.000003420763,0.000187703],"genre_scores_gemma":[0.0122339,0.9865779,0.0003140287,0.0002698775,0.00008290531,0.0002195774,0.0002327699,0.000003383064,0.00006582048],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01397543,"threshold_uncertainty_score":0.0270046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138181108676394,"score_gpt":0.4626425665437066,"score_spread":0.3244614578673125,"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."}}