{"id":"W4392483154","doi":"10.1016/j.suc.2024.01.002","title":"Trauma Bay Evaluation and Resuscitative Decision-Making","year":2024,"lang":"en","type":"article","venue":"Surgical Clinics of North America","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Western University","keywords":"Debriefing; Trauma care; Resuscitation; Medicine; Medical emergency; Penetrating trauma; Major trauma; Psychology; Medical education; Emergency medicine; Surgery; Blunt","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004383316,0.0001244389,0.0003757097,0.0001095247,0.000057978,0.000009643056,0.00004773489,0.0000467412,0.0002374512],"category_scores_gemma":[0.0009261538,0.00009323866,0.0001665587,0.0004458835,0.0002330919,0.00005971444,0.000043448,0.0001981417,0.00002628132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002374479,"about_ca_system_score_gemma":0.00009324758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009713654,"about_ca_topic_score_gemma":0.00004333764,"domain_scores_codex":[0.9984797,0.00006943678,0.0004772665,0.000319704,0.0004849589,0.0001688915],"domain_scores_gemma":[0.9977503,0.001650836,0.00006958606,0.0001605132,0.0002766891,0.00009212085],"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":[0.0003123748,0.00005186946,0.02956887,0.00007697895,0.0001208686,0.0000764272,0.0007047459,0.0000238628,7.182122e-7,0.00006608426,0.0006921596,0.9683051],"study_design_scores_gemma":[0.00120427,0.001091439,0.8077201,0.0006714375,0.0004840285,0.00003212395,0.0007098645,0.00504171,0.000003454481,0.002559584,0.1802465,0.0002354649],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754819,0.009688915,0.0002869221,0.0005682196,0.0005518436,0.0002508102,0.00003270029,0.00005595152,0.01308278],"genre_scores_gemma":[0.9959225,0.001907281,0.001853526,0.00007397189,0.0001463567,0.0000142814,0.00001822001,0.00001418966,0.0000496652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9680696,"threshold_uncertainty_score":0.3802162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060371563940834,"score_gpt":0.4060391579951635,"score_spread":0.3654354423557552,"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."}}