{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2017694,0.0009146489,0.001258621,0.004620498,0.006515455,0.007660932,0.003525281,0.006961161,0.00309718],"category_scores_gemma":[0.1428036,0.0009315875,0.001513879,0.002970763,0.006820973,0.007444517,0.0180703,0.008504774,0.0006689857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008104399,"about_ca_system_score_gemma":0.04247599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002536945,"about_ca_topic_score_gemma":0.002487231,"domain_scores_codex":[0.8219702,0.1284293,0.01252504,0.005894889,0.02213134,0.009049374],"domain_scores_gemma":[0.8097758,0.1036661,0.005359781,0.003805817,0.06178842,0.01560403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004913604,0.0007782912,0.03010249,0.009672115,0.0004751987,0.004890174,0.4932947,0.002445675,0.00615059,0.04077995,0.1283193,0.2826001],"study_design_scores_gemma":[0.0002339136,0.0007489957,0.01963353,0.01873317,0.0001757612,0.002345464,0.6430787,0.004611152,0.001835776,0.04019286,0.2679484,0.0004622976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.434893,0.02026467,0.04934158,0.4157251,0.009834289,0.00940509,0.0006186606,0.0002612308,0.05965631],"genre_scores_gemma":[0.8995652,0.009116626,0.04551576,0.03667353,0.001069469,0.003590881,0.0005536251,0.0001239917,0.003791027],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2017694,"threshold_uncertainty_score":0.9843605,"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."}}