{"id":"W4214710368","doi":"10.1093/jbcr/irac025","title":"Burn Shock and Resuscitation: Review and State of the Science","year":2022,"lang":"en","type":"article","venue":"Journal of Burn Care & Research","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Resuscitation; Intensive care medicine; Shock (circulatory); Anesthesia; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.004162249,0.00005483115,0.0002324708,0.0003145569,0.0003653213,0.00003521497,0.000269168,0.000008863703,0.00008649606],"category_scores_gemma":[0.0004535248,0.00003342041,0.00005791035,0.000936919,0.000434466,0.0001288584,0.0004762964,0.0005593981,5.257957e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183217,"about_ca_system_score_gemma":0.0003218897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001383526,"about_ca_topic_score_gemma":0.000003221875,"domain_scores_codex":[0.997659,0.0001871882,0.0003162936,0.0001126527,0.001532561,0.0001923499],"domain_scores_gemma":[0.998413,0.0001284183,0.000160397,0.0002012918,0.0009928467,0.0001040435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002323221,0.000458105,0.2626889,0.02577021,0.0006563828,0.0009510899,0.03883696,0.00008375744,0.0305532,0.004025421,0.1304621,0.5031906],"study_design_scores_gemma":[0.005677402,0.005830057,0.6625828,0.005276186,0.0006806833,0.001343985,0.04278925,0.0001022311,0.003832011,0.00405134,0.2674597,0.0003743805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8838018,0.0928665,0.000003916276,0.01963358,0.0001903219,0.0004783232,0.000006792707,0.000002970333,0.003015797],"genre_scores_gemma":[0.9881268,0.009944896,0.0000909419,0.0004174142,0.00005303718,0.000003725534,3.796654e-7,0.000006419077,0.001356347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5028162,"threshold_uncertainty_score":0.2809793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06579764362360431,"score_gpt":0.4086170409706793,"score_spread":0.342819397347075,"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."}}