{"id":"W2149462211","doi":"10.1016/j.jss.2010.02.029","title":"Comparing the Standardized Live Trauma Patient and the Mechanical Simulator Models in the ATLS Initial Assessment Station","year":2010,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Advanced trauma life support; Simulation; Computer science; Simulated patient; Significant difference; Medical physics; Medicine; Medical emergency; Medical education","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":[],"consensus_categories":[],"category_scores_codex":[0.001845631,0.0004684517,0.0003817482,0.0008865534,0.0004463924,0.0007578683,0.001195061,0.0008065059,0.006270583],"category_scores_gemma":[0.01178737,0.0003004247,0.0006980085,0.0004835738,0.0004564991,0.001242978,0.001236461,0.0007504069,0.0009576785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241602,"about_ca_system_score_gemma":0.001217332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109473,"about_ca_topic_score_gemma":0.01404561,"domain_scores_codex":[0.998657,0.0005570304,0.0001214494,0.0001116829,0.000350713,0.0002021822],"domain_scores_gemma":[0.9951956,0.002079504,0.0003482087,0.0003149697,0.001432721,0.000629008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08819257,0.02029655,0.5660861,0.0004747088,0.0006423799,0.001206383,0.006385481,0.05394703,0.04380006,0.001771229,0.004563136,0.2126344],"study_design_scores_gemma":[0.001896682,0.1212243,0.7060195,0.0001285882,0.0009647993,0.000762694,0.01337876,0.1189041,0.03013933,0.00113069,0.005239818,0.0002106721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985549,0.00002368446,0.0005049814,0.00004581476,0.00002612483,0.00003621315,0.00009676662,0.00001818375,0.0006933492],"genre_scores_gemma":[0.9989389,0.00002753904,0.0003761674,0.00001212155,0.000006148671,0.00001594099,0.0001879032,0.000007974915,0.0004272813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01109473,"threshold_uncertainty_score":0.02206028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2135730583331131,"score_gpt":0.5217826356610358,"score_spread":0.3082095773279226,"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."}}