Machine learning models predict triage levels, massive transfusion protocol activation, and mortality in trauma utilizing patients hemodynamics on admission

A El-Menyar, M Naduvilekandy, M Asim, S Rizoli… - Computers in Biology …, 2024 - Elsevier
Background The effective management of trauma patients necessitates efficient triaging,
timely activation of Massive Blood Transfusion Protocols (MTP), and accurate prediction of in …

Identification of major hemorrhage in trauma patients in the prehospital setting: diagnostic accuracy and impact on outcome

JM Wohlgemut, E Pisirir, RS Stoner… - Trauma Surgery & …, 2024 - tsaco.bmj.com
Background Hemorrhage is the most common cause of potentially preventable death after
injury. Early identification of patients with major hemorrhage (MH) is important as treatments …

Real‐time performance improvement optimizes damage control resuscitation best practice adherence: Results of a pilot prospective observational study

D Schmulevich, Z Geng, SM Joergensen… - …, 2024 - Wiley Online Library
Background Maintaining balanced blood product ratios during damage control resuscitation
(DCR) is independently associated with improved survival. We hypothesized that real‐time …

Is pre-hospital haemoglobin an efficient marker of the need for transfusion and haemorrhagic shock in severe trauma patients? A retrospective observational study

Q Mathais, M Dufour, H De Malleray… - European Journal of …, 2025 - Springer
Background Haemorrhagic shock is the leading cause of preventable death among trauma
patients. Early detection of severe haemorrhage is essential for initiating timely resuscitation …

London fog here, there and everywhere

H Luu, JW Cannon - Trauma Surgery & Acute Care Open, 2024 - ncbi.nlm.nih.gov
Commentary on “Identification of Major Hemorrhage in Trauma Patients in the Pre-hospital
Setting: Diagnostic Accuracy and Impact on Outcome”(Short Title: Pre-hospital Identification …

[引用][C] Optimizing damage control resuscitation through early patient identification and real‐time performance improvement

D Schmulevich, AM Hynes, S Murali, AJ Benjamin… - …, 2024 - Wiley Online Library
Uncontrolled hemorrhage continues to be the most common cause of preventable deaths
both for combat 1, 2 and civilian 3–5 injuries. Injury outcomes have improved with the …