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Beiriger J, Puyana J, Deeb AP, Silver D, Lu L, Boland S, Brown JB. Exploring patient and system factors impacting undertriage of injured patients meeting national field triage guideline criteria. J Trauma Acute Care Surg 2025; 98:605-613. [PMID: 39093636 PMCID: PMC11787402 DOI: 10.1097/ta.0000000000004407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2024]
Abstract
BACKGROUND Trauma systems save lives by coordinating timely and effective responses to injury. However, trauma system effectiveness varies geographically, with worse outcomes observed in rural settings. Prior data suggest that undertriage may play a role in this disparity. Our aim was to explore potential driving factors for decision making among clinicians for undertriaged trauma patients. METHODS We performed a retrospective analysis of the National Emergency Medical Services Information System database among patients who met physiologic or anatomic national field triage guideline criteria for transport to the highest level of trauma center. Undertriage was defined as transport to a non-level I/II trauma center. Multivariable logistic regression was used to determine demographic, injury, and system characteristics associated with undertriage. Undertriaged patients were then categorized into "recognized" and "unrecognized" groups using the documented reason for transport destination to identify underlying factors associated with undertriage. RESULTS A total of 36,094 patients were analyzed. Patients in urban areas were more likely to be transported to a destination based on protocol rather than the closest available facility. As expected, patients injured in urban regions were less likely to be undertriaged than their suburban (adjusted odds ratio [aOR], 2.69; 95% confidence interval [95% CI], 2.21-3.31), rural (aOR, 2.71; 95% CI, 2.28-3.21), and wilderness counterparts (aOR, 3.99; 95% CI, 2.93-5.45). The strongest predictor of undertriage was patient/family choice (aOR, 6.29; 5.28-7.50), followed by closest facility (aOR, 5.49; 95% CI, 4.91-6.13) as the reason for hospital selection. Nonurban settings had over twice the odds of recognizing the presence of triage criteria among undertriaged patients ( p < 0.05). CONCLUSION Patients with injuries in nonurban settings and those with less apparent causes of severe injury are more likely to experience undertriage. By analyzing how prehospital clinicians choose transport destinations, we identified patient and system factors associated with undertriage. Targeting these at-risk demographics and contributing factors may help alleviate regional disparities in undertriage. LEVEL OF EVIDENCE Prognostic and Epidemiological; Level III.
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Affiliation(s)
- Jamison Beiriger
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15213
| | - Jacob Puyana
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15213
| | | | - David Silver
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15213
| | - Liling Lu
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15213
| | - Sebatian Boland
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15213
| | - Joshua B. Brown
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania 15213
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Park JS, Choi SJ, Kim MJ, Choi SY, Kim HY, Park YS, Chung SP, Lee JH. Cutoff of the reverse shock index multiplied by the Glasgow coma scale for predicting in-hospital mortality in adult patients with trauma: a retrospective cohort study. BMC Emerg Med 2024; 24:55. [PMID: 38584265 PMCID: PMC11000363 DOI: 10.1186/s12873-024-00978-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 03/28/2024] [Indexed: 04/09/2024] Open
Abstract
BACKGROUND Early identification of patients at risk of potential death and timely transfer to appropriate healthcare facilities are critical for reducing the number of preventable trauma deaths. This study aimed to establish a cutoff value to predict in-hospital mortality using the reverse shock index multiplied by the Glasgow Coma Scale (rSIG). METHODS This multicenter retrospective cohort study used data from 23 emergency departments in South Korea between January 2011 and December 2020. The outcome variable was the in-hospital mortality. The relationship between rSIG and in-hospital mortality was plotted using the shape-restricted regression spline method. To set a cutoff for rSIG, we found the point on the curve where mortality started to increase and the point where the slope of the mortality curve changed the most. We also calculated the cutoff value for rSIG using Youden's index. RESULTS A total of 318,506 adult patients with trauma were included. The shape-restricted regression spline curve showed that in-hospital mortality began to increase when the rSIG value was less than 18.86, and the slope of the graph increased the most at 12.57. The cutoff of 16.5, calculated using Youden's index, was closest to the target under-triage and over-triage rates, as suggested by the American College of Surgeons, when applied to patients with an rSIG of 20 or less. In addition, in patients with traumatic brain injury, when the rSIG value was over 25, in-hospital mortality tended to increase as the rSIG value increased. CONCLUSIONS We propose an rSIG cutoff value of 16.5 as a predictor of in-hospital mortality in adult patients with trauma. However, in patients with traumatic brain injury, a high rSIG is also associated with in-hospital mortality. Appropriate cutoffs should be established for this group in the future.
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Affiliation(s)
- Jun Seong Park
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea
| | - Sol Ji Choi
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea
| | - Min Joung Kim
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea
| | - So Yeon Choi
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea
| | - Ha Yan Kim
- Biostatistics Collaboration Unit, Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Yoo Seok Park
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea
| | - Sung Phil Chung
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea
| | - Ji Hwan Lee
- Department of Emergency Medicine, Yonsei University College of Medicine, 50-1 Yonsei-Ro, Seodaemun-Gu, 03722, Seoul, Republic of Korea.
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Deeb AP, Teng CY, Peitzman AB, Billiar TR, Sperry JL, Lu L, Beiriger J, Brown JB. Direct Trauma Center Access by Helicopter Emergency Medical Services is Associated With Improved Survival After Severe Injury. Ann Surg 2023; 278:e840-e847. [PMID: 36735480 PMCID: PMC10397363 DOI: 10.1097/sla.0000000000005812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
OBJECTIVE Evaluate the association of survival with helicopter transport directly to a trauma center compared with ground transport to a non-trauma center (NTC) and subsequent transfer. SUMMARY BACKGROUND DATA Helicopter transport improves survival after injury. One potential mechanism is direct transport to a trauma center when the patient would otherwise be transported to an NTC for subsequent transfer. METHODS Scene patients 16 years and above with positive physiological or anatomic triage criteria within PTOS 2000-2017 were included. Patients transported directly to level I/II trauma centers by helicopter were compared with patients initially transported to an NTC by ground with a subsequent helicopter transfer to a level I/II trauma center. Propensity score matching was used to evaluate the association between direct helicopter transport and survival. Individual triage criteria were evaluated to identify patients most likely to benefit from direct helicopter transport. RESULTS In all, 36,830 patients were included. Direct helicopter transport was associated with a nearly 2-fold increase in odds of survival compared with NTC ground transport and subsequent transfer by helicopter (aOR 2.78; 95% CI 2.24-3.44, P <0.01). Triage criteria identifying patients with a survival benefit from direct helicopter transport included GCS≤13 (1.71; 1.22-2.41, P <0.01), hypotension (2.56; 1.39-4.71, P <0.01), abnormal respiratory rate (2.30; 1.36-3.89, P <0.01), paralysis (8.01; 2.03-31.69, P <0.01), hemothorax/pneumothorax (2.34; 1.36-4.05, P <0.01), and multisystem trauma (2.29; 1.08-4.84, P =0.03). CONCLUSIONS Direct trauma center access is a mechanism driving the survival benefit of helicopter transport. First responders should consider helicopter transport for patients meeting these criteria who would otherwise be transported to an NTC.
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Affiliation(s)
- Andrew-Paul Deeb
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Cindy Y. Teng
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Andrew B. Peitzman
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Timothy R. Billiar
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Jason L. Sperry
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Liling Lu
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Jamison Beiriger
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
| | - Joshua B. Brown
- Division of Trauma and General Surgery, Department of Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania 15213
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Anderson K, Schellenberg M, Owattanapanich N, Dunkelberger L, Wong MD, Morris RS, Demetriades D. Undertriage of Severely Injured Trauma Patients. Am Surg 2023; 89:4129-4134. [PMID: 37259503 DOI: 10.1177/00031348231177939] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
INTRODUCTION The American College of Surgeons (ACS) delineates trauma team activation (TTA) criteria to identify seriously injured trauma patients in the field. Patients are deemed to be severely undertriaged (SU), placing them at risk for adverse outcomes, when they do not meet TTA criteria but nonetheless sustain significant injuries (Injury Severity Score [ISS] ≥25). OBJECTIVES Delineate patient demographics, injuries, and outcomes after SU. PARTICIPANTS Trauma patients presenting to our ACS-verified Level 1 trauma center with ISS ≥25 were included (11/2015-03/2022). Transfers and private vehicle transports were excluded. Patients were dichotomized and compared by trauma arrival level: TTA (Appropriately Triaged, AT) vs routine consults (SU). RESULTS Study criteria were satisfied by 1653 patients: 1375 (83%) AT and 278 (17%) SU. Severely undertriaged patients were older than AT patients (47 vs 36 years, P < .001). Severely undertriaged occurred almost exclusively following blunt trauma (96% vs 71%, P < .001). Injury Severity Score was lower following SU than AT (29 vs 32, P < .001). The most common severe injuries (Abbreviated Injury Scale score [AIS] ≥3) among the SU group were in the Chest (n = 179, 64%). Severely undertriaged patients necessitated emergent intubation (n = 34, 12%), surgery (n = 59, 21%), and angioembolization (n = 22, 8%) at high rates. Severely undertriaged mortality was n = 40, 14%. CONCLUSION Severely undertriaged occurred among a substantial proportion of ISS ≥25 patients, predominately following blunt trauma. Severe chest injuries were most likely to evade capture. Rates of intubation, emergent intervention, and in-hospital mortality were high after SU. Efforts should be made to identify such patients in the field as they may benefit from TTA.
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Affiliation(s)
- Kemp Anderson
- Division of Acute Care Surgery, LAC+USC Medical Center, University of Southern California, Los Angeles, CA, USA
| | - Morgan Schellenberg
- Division of Acute Care Surgery, LAC+USC Medical Center, University of Southern California, Los Angeles, CA, USA
| | - Natthida Owattanapanich
- Division of Acute Care Surgery, LAC+USC Medical Center, University of Southern California, Los Angeles, CA, USA
| | - Lindsey Dunkelberger
- Division of Acute Care Surgery, LAC+USC Medical Center, University of Southern California, Los Angeles, CA, USA
| | - Monica D Wong
- Division of Acute Care Surgery, LAC+USC Medical Center, University of Southern California, Los Angeles, CA, USA
| | - Rachel S Morris
- Division of Acute Care Surgery, Froedtert Hospital, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Demetrios Demetriades
- Division of Acute Care Surgery, LAC+USC Medical Center, University of Southern California, Los Angeles, CA, USA
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Abstract
BACKGROUND The Centers for Disease Control and Prevention Guidelines for Field Triage of Injured Patients drive the destination decision for millions of emergency medical services (EMS)-transported trauma patients annually, yet limited information exists regarding performance and relationship with patient outcomes as a whole. OBJECTIVE To evaluate the association of positive findings on Centers for Disease Control and Prevention Guidelines for Field Triage of Injured Patients with hospitalization and mortality. METHODS This retrospective study included all 911 responses from the 2019 ESO Data Collaborative research dataset with complete Centers for Disease Control and Prevention Guidelines for Field Triage of Injured Patients and linked emergency department dispositions, excluding children and cardiac arrests prior to EMS arrival. Patients were categorized by Centers for Disease Control and Prevention Guidelines for Field Triage of Injured Patients step(s) met. Outcomes were hospitalization and emergency department or inhospital mortality. RESULTS There were 86,462 records included: n = 65,967 (76.3%) met no criteria, n = 16,443 (19.0%) met one step (n = 1,571 [9.6%] vitals, n = 1,030 [6.3%] anatomy of injury, n = 993 [6.0%] mechanism of injury, and n = 12,849 [78.1%] special considerations), and n = 4,052 (4.7%) met multiple. Compared with meeting no criteria, hospitalization odds increased threefold for vitals (odds ratio [OR]: 3.07, 95% confidence interval [CI]: 2.77-3.40), fourfold for anatomy of injury (OR: 3.94, 95% CI: 3.48-4.46), twofold for mechanism of injury (OR: 2.00, 95% CI: 1.74-2.29), or special considerations (OR: 2.46, 95% CI: 2.36-2.56). Hospitalization odds increased ninefold when positive in multiple steps (OR: 8.97, 95% CI: 8.37-9.62). Overall, n = 84,473 (97.7%) had mortality data available, and n = 886 (1.0%) died. When compared with meeting no criteria, mortality odds increased 10-fold when positive in vitals (OR: 9.58, 95% CI: 7.30-12.56), twofold for anatomy of injury (OR: 2.34, 95% CI: 1.28-4.29), or special considerations (OR: 2.10, 95% CI: 1.71-2.60). There was no difference when only positive for mechanism of injury (OR: 0.22, 95% CI: 0.03-1.54). Mortality odds increased 23-fold when positive in multiple steps (OR: 22.7, 95% CI: 19.7-26.8). CONCLUSIONS Patients meeting multiple Centers for Disease Control and Prevention Guidelines for Field Triage of Injured Patients steps were at greater risk of hospitalization and death. When meeting only one step, anatomy of injury was associated with greater risk of hospitalization; vital sign criteria were associated with greater risk of mortality.
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Canceled Air Ambulance Trauma Scene Calls: A Prospective Observational Study of Causes and Outcomes of Trauma Auto-launch Cancellations. Air Med J 2022; 41:435-441. [PMID: 36153139 DOI: 10.1016/j.amj.2022.07.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 06/20/2022] [Accepted: 07/15/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVE Direct transport, occasionally by helicopter, to a trauma hospital for severely injured patients is associated with decreased mortality. This study sought to determine causes for air ambulance trauma response cancellations and secondarily to identify patients who underwent secondary transfer to a trauma center after a canceled air ambulance dispatch. METHODS This prospective cohort study used administrative databases from August 2020 to August 2021 to collect data related to canceled trauma calls. Frequencies of cancellation reasons and transferred patients were summarized, and the estimated delay to trauma center arrival was calculated. Subsequent probabilistic matching was performed to identify patients who underwent secondary transfer. RESULTS Of 3,232 trauma calls, 1,924 were canceled for reasons including the trauma bypass criteria not being met, patient brought to trauma center, and patient refused transfer. Of the 1,117 patients for whom an air ambulance was canceled because they did not meet the trauma bypass criteria, 184 (16.5%) were later transferred to a lead trauma hospital, with a median delay of 4.12 hours (interquartile range = 2.57-7.35 hours). CONCLUSIONS Most scene call cancellations were due to patients not meeting the trauma bypass criteria; yet, 16.5% of these patients were later transported to a trauma center. Interventions are needed in education, adherence, and modification of the trauma bypass criteria.
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