{"id":"W3130328637","doi":"10.1007/s00134-021-06352-y","title":"How the COVID-19 pandemic will change the future of critical care","year":2021,"lang":"en","type":"review","venue":"Intensive Care Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto; William Osler Health System","funders":"Dipartimento di Medicina e Chirurgia, Università degli Studi di Milano-Bicocca; Peking Union Medical College; Peking Union Medical College Hospital; St George's University Hospitals NHS Foundation Trust; Chinese Academy of Medical Sciences; Instituto D'Or de Pesquisa e Ensino; KU Leuven; Emory University; University of Toronto; Humanitas University; Università degli Studi di Milano-Bicocca; Monash University; School of Medicine, Emory University; Institut National de la Santé et de la Recherche Médicale; University of Oxford; National University Health System; University of Pittsburgh; Universidade de São Paulo; Universiteit Utrecht; Vanderbilt University","keywords":"Medicine; Health care; Pandemic; Preparedness; Personal protective equipment; Staffing; Surge Capacity; Medical emergency; Telemedicine; Intensive care; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Nursing; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001672388,0.0005780818,0.0009593159,0.002548894,0.0004843717,0.001806853,0.0008955192,0.002174442,0.005286878],"category_scores_gemma":[0.004099415,0.0002100104,0.0009832249,0.002214794,0.0006492878,0.003123928,0.0007487979,0.002643416,0.001601692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576795,"about_ca_system_score_gemma":0.004562613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004522005,"about_ca_topic_score_gemma":0.007775627,"domain_scores_codex":[0.9993659,0.0001968315,0.00007969447,0.00007889169,0.000205918,0.00007282358],"domain_scores_gemma":[0.9975088,0.001263443,0.000291392,0.00005169659,0.0007075227,0.0001772113],"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":[0.00007479064,0.00004631631,0.000333356,0.0372218,0.0001671175,0.0001050762,0.0001860888,0.0003102311,0.0004566089,0.009223886,0.09009501,0.8617797],"study_design_scores_gemma":[0.00001623473,0.00008103259,0.001830258,0.03279767,0.0002634261,0.0006825134,0.0003889553,0.0001218403,0.0001130701,0.005948173,0.9577284,0.00002839787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007534624,0.9948117,0.00006700168,0.003756664,0.0005384263,0.000002818776,0.00001901291,0.000007310951,0.0007217047],"genre_scores_gemma":[0.001085307,0.9955223,0.0001752195,0.002320804,0.0004819761,0.000006364518,0.00003577647,0.000002443918,0.0003698556],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005286878,"threshold_uncertainty_score":0.01768637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3135867403101448,"score_gpt":0.5270639605362629,"score_spread":0.2134772202261181,"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."}}