{"id":"W2116907142","doi":"10.1378/chest.10-1107","title":"Simulation Training Improves Diagnostic Performance on a Real Patient With Similar Clinical Findings","year":2010,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Training (meteorology); Simulation training; Intensive care medicine; Medical physics; Simulation","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":[0.0005625397,0.0001521683,0.0002378374,0.0001390318,0.0002735463,0.00004534755,0.0000719505,0.0001526793,0.0001556092],"category_scores_gemma":[0.001741964,0.0001154569,0.000075216,0.0001586103,0.00009109668,0.0001494578,0.00000805824,0.0012491,0.00002810701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136048,"about_ca_system_score_gemma":0.0006921045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007110036,"about_ca_topic_score_gemma":0.00000290856,"domain_scores_codex":[0.9984638,0.00005070855,0.0005799851,0.0002204284,0.0004032222,0.0002818256],"domain_scores_gemma":[0.9961182,0.002573318,0.0002521838,0.0002355336,0.0004245022,0.0003962509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004707652,0.0002351405,0.9344798,0.00010633,0.00003332313,0.00004200466,0.006223312,0.01557179,0.0002530878,0.0000238743,0.0001638749,0.04239675],"study_design_scores_gemma":[0.00150856,0.002135575,0.9568084,0.0003556964,0.00006145588,0.0001815016,0.001102235,0.03622581,0.0002758587,0.0000351316,0.00115597,0.000153786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958249,0.00001304239,0.0001108284,0.002191865,0.001165786,0.0003076917,0.000001955987,0.00004283468,0.0003411208],"genre_scores_gemma":[0.9949091,0.00003192588,0.002613392,0.0008058138,0.001541917,0.00001349016,0.00001602486,0.00003277772,0.00003555429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04224296,"threshold_uncertainty_score":0.5426789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07006653269791972,"score_gpt":0.3876644065585867,"score_spread":0.317597873860667,"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."}}