{"id":"W3034038345","doi":"10.1007/s00134-020-06092-5","title":"Managing ICU surge during the COVID-19 crisis: rapid guidelines","year":2020,"lang":"en","type":"review","venue":"Intensive Care Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":399,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto; Impact","funders":"","keywords":"Surge Capacity; Triage; Medicine; Guideline; Coronavirus disease 2019 (COVID-19); Anesthesiology; Crisis management; Intensive care; 2019-20 coronavirus outbreak; Medical emergency; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); MEDLINE; Disaster planning; Intensive care medicine; Poison control; Suicide prevention; Political science; Virology; Outbreak","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001145606,0.0007129433,0.002652939,0.0004302295,0.000800992,0.00001610412,0.00087624,0.0002841,0.001352998],"category_scores_gemma":[0.01384852,0.0003819902,0.0005020299,0.0006461351,0.0001864764,0.00005439968,0.0009938761,0.001425794,0.0008276447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007276842,"about_ca_system_score_gemma":0.0008210319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005955674,"about_ca_topic_score_gemma":0.0001056678,"domain_scores_codex":[0.9942245,0.001645552,0.001925867,0.0008134109,0.0006370841,0.0007535266],"domain_scores_gemma":[0.9928876,0.001579999,0.0009075371,0.001125691,0.002971571,0.0005276354],"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":[0.00004352207,0.000002087475,0.000002819664,0.04224215,0.0003131777,0.0007092549,0.01584233,3.213285e-7,1.34318e-7,0.0001551007,0.7389348,0.2017543],"study_design_scores_gemma":[0.0004848294,0.00005742933,8.542466e-7,0.02070331,0.001196444,0.00003704417,0.2288921,8.482033e-7,3.647808e-8,0.00003640911,0.748335,0.0002556507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001208299,0.840551,0.0002648541,0.1478543,0.003212829,0.002666529,0.00007056426,0.0002184816,0.005160206],"genre_scores_gemma":[0.000007402471,0.7937218,0.00001076755,0.198199,0.002387754,0.0006514008,0.0001973261,0.0001029634,0.004721581],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2130498,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2648250783230144,"score_gpt":0.5215809754338988,"score_spread":0.2567558971108844,"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."}}