{"id":"W2936499033","doi":"10.1016/j.ienj.2019.03.003","title":"Letter to the editor about “How effective is trauma simulation as an educational process for healthcare providers within the trauma networks? A systematic review”","year":2019,"lang":"en","type":"letter","venue":"International Emergency Nursing","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Radiography; Gold standard (test); Health care; Workforce; Radiology; Demographics; Emergency medicine; Medical emergency; Physical therapy","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":[0.001478592,0.0005128764,0.0007211649,0.0003250551,0.0004271583,0.000133736,0.0008738909,0.0005428676,0.0002554451],"category_scores_gemma":[0.004081549,0.0003305896,0.0003260487,0.0006688666,0.0001172078,0.0004039442,0.00002131628,0.001799174,0.00007267873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072651,"about_ca_system_score_gemma":0.0004609651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004790613,"about_ca_topic_score_gemma":0.00001132476,"domain_scores_codex":[0.9952417,0.0003837103,0.001279974,0.0008197887,0.001803328,0.0004714863],"domain_scores_gemma":[0.9944775,0.0006174501,0.001084786,0.0008781899,0.002861965,0.00008007205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007707837,0.000137875,0.00002296785,0.03549878,0.0002747096,0.00000112846,0.004116718,0.001074946,0.000001245121,0.0001394123,0.9560633,0.002591796],"study_design_scores_gemma":[0.001113928,0.0008929313,0.0005453869,0.2180079,0.002327189,0.000130734,0.001798801,0.1199564,0.00003756793,0.002584795,0.6514447,0.001159712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000580643,0.002070587,0.006577543,0.9331262,0.04311909,0.01418675,0.00006569577,0.00005355592,0.0002199648],"genre_scores_gemma":[0.03815222,0.00005248,0.0003684968,0.8447365,0.1033586,0.006563616,0.002525313,0.0001493448,0.004093428],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3046186,"threshold_uncertainty_score":0.9999146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02602409668256132,"score_gpt":0.4077455836685316,"score_spread":0.3817214869859703,"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."}}