{"id":"W3137600650","doi":"10.1101/2021.03.18.21253191","title":"Essential Emergency and Critical Care – a consensus among global clinical experts","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Uppsala Universitet; Wellcome Trust","keywords":"Delphi method; Critically ill; Medicine; Emergency department; Medical emergency; Delphi; Pandemic; Health care; Intensive care medicine; Nursing; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty); Political science; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002396964,0.0004151657,0.0009881989,0.00004256148,0.0001488071,0.00002739132,0.0001354853,0.0005515402,0.0005078335],"category_scores_gemma":[0.002233047,0.0003732802,0.0005099416,0.0001323696,0.0006377039,0.00002441156,0.0009971461,0.0006786038,0.000006420135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004782019,"about_ca_system_score_gemma":0.0002516879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001391539,"about_ca_topic_score_gemma":0.0002782454,"domain_scores_codex":[0.9970338,0.0002291032,0.0008935545,0.001011465,0.0004139263,0.0004181709],"domain_scores_gemma":[0.9980549,0.0001176393,0.0001137355,0.0006297244,0.0007119355,0.0003721097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007547013,0.0001531521,0.9818132,0.001298024,0.0003794745,0.001569461,0.00117413,4.603311e-7,0.00007134518,0.000155617,0.01193831,0.001371346],"study_design_scores_gemma":[0.001233241,0.0002839405,0.9765171,0.001118027,0.001692627,0.0001804969,0.01342585,0.00007176585,0.0002530285,0.0003866905,0.003985133,0.0008521455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387874,0.04577873,0.00006720544,0.002054628,0.007757927,0.0003448033,0.00009453846,0.0001047465,0.005010037],"genre_scores_gemma":[0.9901068,0.007260776,0.0005970596,0.0001983904,0.001506126,0.00005491738,0.0001027488,0.00003184869,0.0001412898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05131945,"threshold_uncertainty_score":0.9998719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0445160167139623,"score_gpt":0.4031897626145867,"score_spread":0.3586737459006244,"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."}}