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Ngo LC, Carroll HM, Massimilian SS, Garapaty N, Palladino K, Samuels SK, Lao OB, Parreco JP, Levene T. Optimizing Triage Practice in Pediatric Trauma: Lessons From Under-triage and Over-triage Rates and Risk Factors. Am Surg 2024; 90:1892-1895. [PMID: 38532308 DOI: 10.1177/00031348241241693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/28/2024]
Abstract
BACKGROUND Triage accuracy is essential for delivering effective trauma care, especially in the pediatric population where unique challenges exist. The purpose of this study was to investigate risk factors contributing to under-triage and over-triage in an urban pediatric trauma center. METHODS This retrospective cohort study included all trauma activations at an urban level 1 trauma center between January 1, 2021, and July 31, 2023 (patients <18 years old.) Patients who were under- or over-triaged were identified based on the level of trauma activation and injury severity score. RESULTS There were 1094 trauma activations included in this study. The rate of under-triage was 3.8% (n = 42) and over-triage was 13.6% (n = 149). Infants aged 0-1 years had the highest rate of under-triage (10.9%, n = 19, P < .001), while those aged 11-17 had the highest rate of over-triage (17.0%, n = 82, P = .003). Non-accidental trauma was the strongest risk factor for under-triage (OR 30.2 [6.4-142.8] P < .001). Penetrating mechanism was the strongest risk factor for over-triage (OR 12.2 [5.6-26.2] P < .001). DISCUSSION This study reveals the complexity of trauma triage in the pediatric population. We identified key predictive factors, such as age, comorbidities, and mechanism of injury, that can be used to refine triage practices and improve the care of pediatric trauma patients.
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Affiliation(s)
- Lisa C Ngo
- Memorial Regional Hospital, Hollywood, FL, USA
| | | | | | - Nikitha Garapaty
- Nova Southeastern University Dr. Kiran C. Patel College of Allopathic Medicine, Fort Lauderdale, FL, USA
| | | | - Shenae K Samuels
- Memorial Healthcare System Office of Human Research, Hollywood, FL, USA
| | - Oliver B Lao
- Joe DiMaggio Children's Hospital, Hollywood, FL, USA
| | | | - Tamar Levene
- Joe DiMaggio Children's Hospital, Hollywood, FL, USA
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Fuller G, Howes N, Mackenzie R, Keating S, Turner J, Holt C, Miller J, Goodacre S. Major Trauma Triage Tool Study (MATTS) expert consensus-derived injury assessment tool. Br Paramed J 2024; 9:10-22. [PMID: 38946735 PMCID: PMC11210584 DOI: 10.29045/14784726.2024.6.9.1.10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/02/2024] Open
Abstract
Introduction Major trauma centre (MTC) care has been associated with improved outcomes for injured patients. English ambulance services and trauma networks currently use a range of triage tools to select patients for bypass to MTCs. A standardised national triage tool may improve triage accuracy, cost-effectiveness and the reproducibility of decision-making. Methods We conducted an expert consensus process to derive and develop a major trauma triage tool for use in English trauma networks. A web-based Delphi survey was conducted to identify and confirm candidate triage tool predictors of major trauma. Facilitated roundtable consensus meetings were convened to confirm the proposed triage tool's purpose, target diagnostic threshold, scope, intended population and structure, as well as the individual triage tool predictors and cut points. Public and patient involvement (PPI) focus groups were held to ensure triage tool acceptability to service users. Results The Delphi survey reached consensus on nine triage variables in two domains, from 109 candidate variables after three rounds. Following a review of the relevant evidence during the consensus meetings, iterative rounds of discussion achieved consensus on the following aspects of the triage tool: reference standard, scope, target diagnostic accuracy and intended population. A three-step tool comprising physiology, anatomical injury and clinical judgement domains, with triage variables assessed in parallel, was recommended. The triage tool was received favourably by PPI focus groups. Conclusions This paper presents a new expert consensus derived major trauma triage tool with defined purpose, scope, intended population, structure, constituent variables, variable definitions and thresholds. Prospective evaluation is required to determine clinical and cost-effectiveness, acceptability and usability.
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Affiliation(s)
- Gordon Fuller
- University of Sheffield ORCID iD: https://orcid.org/0000-0001-8532-3500
| | - Nathan Howes
- Cambridge University Hospitals NHS Foundation Trust; Magpas Air Ambulance ORCID iD: https://orcid.org/0009-0008-7117-7045
| | - Roderick Mackenzie
- Cambridge University Hospitals NHS Foundation Trust; Magpas Air Ambulance ORCID iD: https://orcid.org/0000-0001-6004-0993
| | | | - Janette Turner
- University of Sheffield ORCID iD: https://orcid.org/0000-0003-3884-7875
| | | | - Joshua Miller
- West Midlands Ambulance Service ORCID iD: https://orcid.org/0000-0003-1990-4029
| | - Steve Goodacre
- University of Sheffield ORCID iD: https://orcid.org/0000-0003-0803-8444
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Snyder CW, Kristiansen KO, Jensen AR, Sribnick EA, Anders JF, Chen CX, Lerner EB, Conti ME. Defining pediatric trauma center resource utilization: Multidisciplinary consensus-based criteria from the Pediatric Trauma Society. J Trauma Acute Care Surg 2024; 96:799-804. [PMID: 37880842 DOI: 10.1097/ta.0000000000004181] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2023]
Abstract
BACKGROUND Pediatric trauma triage and transfer decisions should incorporate the likelihood that an injured child will require pediatric trauma center (PTC) resources. Resource utilization may be a better basis than mortality risk when evaluating pediatric injury severity. However, there is currently no consensus definition of PTC resource utilization that encompasses the full scope of PTC services. METHODS Consensus criteria were developed in collaboration with the Pediatric Trauma Society (PTS) Research Committee using a modified Delphi approach. An expert panel was recruited representing the following pediatric disciplines: prehospital care, emergency medicine, nursing, general surgery, neurosurgery, orthopedics, anesthesia, radiology, critical care, child abuse, and rehabilitation medicine. Resource utilization criteria were drafted from a comprehensive literature review, seeking to complete the following sentence: "Pediatric patients with traumatic injuries have used PTC resources if they..." Criteria were then refined and underwent three rounds of voting to achieve consensus. Consensus was defined as agreement of 75% or more panelists. Between the second and third voting rounds, broad feedback from attendees of the PTS annual meeting was obtained. RESULTS The Delphi panel consisted of 18 members from 15 institutions. Twenty initial draft criteria were developed based on literature review. These criteria dealt with airway interventions, vascular access, initial stabilization procedures, fluid resuscitation, blood product transfusion, abdominal trauma/solid organ injury management, intensive care monitoring, anesthesia/sedation, advanced imaging, radiologic interpretation, child abuse evaluation, and rehabilitative services. After refinement and panel voting, 14 criteria achieved the >75% consensus threshold. The final consensus criteria were reviewed and endorsed by the PTS Guidelines Committee. CONCLUSION This study defines multidisciplinary consensus-based criteria for PTC resource utilization. These criteria are an important step toward developing a criterion standard, resource-based, pediatric injury severity metric. Such metrics can help optimize system-level pediatric trauma triage based on likelihood of requiring PTC resources. LEVEL OF EVIDENCE Diagnostic Test/Criteria; Level II.
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Affiliation(s)
- Christopher W Snyder
- From the Division of Pediatric Surgery (C.W.S.), Johns Hopkins All Children's Hospital, St. Petersburg, Florida; Department of Anesthesia (K.O.K., M.E.C.), Dartmouth-Hitchcock Medical Center, Geisel School of Medicine, Lebanon, New Hampshire; Division of Pediatric Surgery (A.R.J.), Benioff Children's Hospital, University of California-San Francisco, San Francisco, California; Department of Pediatric Neurosurgery (E.A.S.), Nationwide Children's Hospital, Columbus, Ohio; Division of Pediatric Emergency Medicine (J.F.A.), Johns Hopkins University School of Medicine, Baltimore, Maryland; Department of Pediatric Anesthesiology (C.X.C.), Seattle Children's Hospital, Seattle, Washington; and Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York
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Weykamp MB, Liu Z, Fernandez LR, Tuott E, Robinson BRH, Vavilala MS, Stansbury LG, Hess JR. Massive transfusion protocol reactivation as a novel marker of physician team under-triage after injury. Transfusion 2024; 64:248-254. [PMID: 38258481 DOI: 10.1111/trf.17719] [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: 06/24/2023] [Revised: 10/06/2023] [Accepted: 12/14/2023] [Indexed: 01/24/2024]
Abstract
BACKGROUND Large trauma centers have protocols for the assessment of injury and triaging of care with attempts to over-triage to ensure adequate care for all patients. We noted that a significant number of patients undergo a second massive transfusion protocol (MTP) activation in the first 24 h of care and conducted a retrospective cohort study of patients involved over a 3-year period. METHODS Transfusion service records of MTP activations 2019-2021 were linked to Trauma Registry records and divided into cohorts receiving a single versus a reactivation of the MTP. Time of activation and amounts of blood products issued were linked to demographic, injury severity, and outcome data. Categorical and continuous data were compared between cohorts with chi-squared, Fisher's, and Wilcoxan tests as appropriate, and multivariable regression models were used to seek interactions (p < .05). RESULTS MTP activation was recorded for 1884 acute trauma patients over our 3-year study period, 142 of whom (7.5%) had reactivation. Factors associated with reactivation included older age (46 vs. 40 years), higher injury severity score (ISS, 27 vs. 22), leg injuries, and presentation during morning shift change (5-7 a.m., 3.3% vs. 7.7%). Patients undergoing MTP reactivation used more RBCs (5 U vs. 2 U) and had more ICU days (3 vs. 2). CONCLUSIONS Older patients and those presenting during shift change are at risk for failure to recognize their complex injury patterns and under-triage for trauma care. The fidelity and granularity of transfusion service records can provide unique opportunities for quality assessment and improvement in trauma care.
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Affiliation(s)
- Michael B Weykamp
- Department of Surgery, Harborview Medical Center, University of Washington, Seattle, Washington, USA
| | - Zhinan Liu
- Transfusion Service, Harborview Medical Center, Seattle, Washington, USA
- Harborview Injury Prevention and Research Center, Harborview Medical Center, Seattle, Washington, USA
| | - Lauren R Fernandez
- Transfusion Service, Harborview Medical Center, Seattle, Washington, USA
| | - Erin Tuott
- Harborview Injury Prevention and Research Center, Harborview Medical Center, Seattle, Washington, USA
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington, USA
| | - Bryce R H Robinson
- Department of Surgery, Harborview Medical Center, University of Washington, Seattle, Washington, USA
| | - Monica S Vavilala
- Harborview Injury Prevention and Research Center, Harborview Medical Center, Seattle, Washington, USA
- Department of Anesthesiology and Pain Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Lynn G Stansbury
- Harborview Injury Prevention and Research Center, Harborview Medical Center, Seattle, Washington, USA
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington, USA
- Department of Anesthesiology and Pain Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - John R Hess
- Transfusion Service, Harborview Medical Center, Seattle, Washington, USA
- Harborview Injury Prevention and Research Center, Harborview Medical Center, Seattle, Washington, USA
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington, USA
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Lammers D, Williams J, Conner J, Francis A, Prey B, Marenco C, Morte K, Horton J, Barlow M, Escobar M, Bingham J, Eckert M. Utilization of Machine Learning Approaches to Predict Mortality in Pediatric Warzone Casualties. Mil Med 2024; 189:345-351. [PMID: 35730578 DOI: 10.1093/milmed/usac171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Revised: 05/19/2022] [Accepted: 05/27/2022] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Identification of pediatric trauma patients at the highest risk for death may promote optimization of care. This becomes increasingly important in austere settings with constrained medical capabilities. This study aimed to develop and validate predictive models using supervised machine learning (ML) techniques to identify pediatric warzone trauma patients at the highest risk for mortality. METHODS Supervised learning approaches using logistic regression (LR), support vector machine (SVM), neural network (NN), and random forest (RF) models were generated from the Department of Defense Trauma Registry, 2008-2016. Models were tested and compared to determine the optimal algorithm for mortality. RESULTS A total of 2,007 patients (79% male, median age range 7-12 years old, 62.5% sustaining penetrating injury) met the inclusion criteria. Severe injury (Injury Severity Score > 15) was noted in 32.4% of patients, while overall mortality was 7.13%. The RF and SVM models displayed recall values of .9507 and .9150, while LR and NN displayed values of .8912 and .8895, respectively. Random forest (RF) outperformed LR, SVM, and NN on receiver operating curve (ROC) analysis demonstrating an area under the ROC of .9752 versus .9252, .9383, and .8748, respectively. CONCLUSION Machine learning (ML) techniques may prove useful in identifying those at the highest risk for mortality within pediatric trauma patients from combat zones. Incorporation of advanced computational algorithms should be further explored to optimize and supplement the diagnostic and therapeutic decision-making process.
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Affiliation(s)
- Daniel Lammers
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - James Williams
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Jeff Conner
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Andrew Francis
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Beau Prey
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Christopher Marenco
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Kaitlin Morte
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - John Horton
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Meade Barlow
- Department of Pediatric Surgery, Mary Bridge Children's Hospital, Tacoma, WA 98405, USA
| | - Mauricio Escobar
- Department of Pediatric Surgery, Mary Bridge Children's Hospital, Tacoma, WA 98405, USA
| | - Jason Bingham
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
| | - Matthew Eckert
- Department of General Surgery, Madigan Army Medical Center, Tacoma, WA 98431, USA
- Department of Surgery, University of North Carolina Medical Center, Chapel Hill, NC 27514, USA
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Choi D, Park JW, Kwak YH, Kim DK, Jung JY, Lee JH, Jung JH, Suh D, Lee HN, Lee EJ, Kim JH. Comparison of age-adjusted shock indices as predictors of injury severity in paediatric trauma patients immediately after emergency department triage: A report from the Korean multicentre registry. Injury 2024; 55:111108. [PMID: 37858444 DOI: 10.1016/j.injury.2023.111108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 09/26/2023] [Accepted: 10/05/2023] [Indexed: 10/21/2023]
Abstract
INTRODUCTION Shock index paediatric-adjusted (SIPA) was presented for early prediction of mortality and trauma team activation in paediatric trauma patients. However, the derived cut-offs of normal vital signs were based on old references. We established alternative SIPAs based on the other commonly used references and compared their predictive values. METHODS We performed a retrospective review of all paediatric trauma patients aged 1-15 years in the Emergency Department (ED)-based Injury In-depth Surveillance (EDIIS) database from January 1, 2011 to December 31, 2019. A total of 4 types of SIPA values were obtained based on the references as follows: uSIPA based on the Nelson textbook of paediatrics 21st ed., SIATLS based on the ATLS 10th guideline, SIPALS based on the PALS 2020 guideline, and SIPA. In each SIPA group, the cut-off was established by dividing the group into 4 subgroups: toddler (age 1-3), preschooler (age 4-6), schooler (age 7-12), and teenager (age 13-15). We performed an ROC analysis and calculated the sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) to compare the predicted values of each SIPA in mortality, ICU admission, and emergent surgery or intervention. RESULTS A total of 332,271 patients were included. The proportion of patients with an elevated shock index was 14.9 % (n = 49,347) in SIPA, 22.8 % (n = 75,850) in uSIPA, 0.3 % (n = 1058) in SIATLS, and 4.3 % (n = 14,168) in SIPALS. For mortality, uSIPA achieved the highest sensitivity (57.0 %; 95 % confidence interval 56.9 %-57.2 %) compared to SIPA (49.4 %, 95 % CI 49.2 %-49.5 %), SIATLS (25.5 %, 95 % CI 25.4 %-25.7 %), and SIPALS (43.8 %, 95 % CI 43.7 %-44.0 %), but there were no significant differences in the negative predictive value (NPV) or area under the curve (AUC). The positive predictive value (PPV) was highest in SIATLS (5.7 %, 95 % CI 5.6 %-5.8 %) compared to SIPA (0.2 %, 95 % CI 0.2 %-0.3 %), uSIPA (0.2 %, 95 % CI 0.2 %-0.2 %), and SIPALS (0.7 %, 95 % CI 0.7 %-0.8 %). The same findings were presented in ICU admission and emergent operation or intervention. CONCLUSION The ATLS-based shock index achieved the highest PPV and specificity compared to SIPA, uSIPA, and SIPALS for adverse outcomes in paediatric trauma.
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Affiliation(s)
- Dongmuk Choi
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Joong Wan Park
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.
| | - Young Ho Kwak
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Do Kyun Kim
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Jae Yun Jung
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Jin Hee Lee
- Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul National University Bundang Hospital, 82 Gumi-ro, Bundang-gu, Seong-Nam, 13620, Republic of Korea
| | - Jin Hee Jung
- Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul Metropolitan Government Seoul National University Boramae Medical Center, 20 Boramae-ro 5-gil, Dongjak-gu, Seoul, 07061, Republic of Korea
| | - Dongbum Suh
- Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul National University Bundang Hospital, 82 Gumi-ro, Bundang-gu, Seong-Nam, 13620, Republic of Korea
| | - Ha Ni Lee
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Disaster Medicine Research Center, Seoul National University Medical Research Center, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea; Department of Emergency Medicine, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Eui Jun Lee
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - Jin Hee Kim
- Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
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Reppucci ML, Cooper E, Stevens J, Meier M, Nolan MM, Moulton SL, Bensard DD, Acker SN. Comparison of Pediatric Trauma Scoring Tools That Incorporate Neurological Status for Trauma Team Activation. Pediatr Emerg Care 2023; 39:501-506. [PMID: 37276058 DOI: 10.1097/pec.0000000000002985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
BACKGROUND Two novel pediatric trauma scoring tools, SIPAB+ (defined as elevated SIPA with Glasgow Coma Scale ≤8) and rSIG (reverse Shock Index multiplied by Glasgow Coma Scale and defined as abnormal using cutoffs for early outcomes), which combine neurological status with Pediatric Age-Adjusted Shock Index (SIPA), have been shown to predict early trauma outcomes better than SIPA alone. We sought to determine if one more accurately identifies children in need of trauma team activation. METHODS Patients 1 to 18 years old from the 2014-2018 Pediatric Trauma Quality Improvement Program database were included. Sensitivity and specificity for SIPAB+ and rSIG were calculated for components of pediatric trauma team activation, based on criteria standard definitions. RESULTS There were 11,426 patients (1.9%) classified as SIPAB+ and 235,672 (39.0%) as having an abnormal rSIG. SIPAB+ was consistently more specific, with specificities exceeding 98%, but its sensitivity was poor (<30%) for all outcomes. In comparison, rSIG was a more sensitive tool, with sensitivities exceeding 60%, and specificity values exceeded 60% for all outcomes. CONCLUSIONS Trauma systems must determine their priorities to decide how best to incorporate SIPAB+ and rSIG into practice, although rSIG may be preferred as it balances both sensitivity and specificity. LEVEL OF EVIDENCE Level III.
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Affiliation(s)
| | - Emily Cooper
- The Center for Research in Outcomes for Children's Surgery, Center for Children's Surgery, University of Colorado School of Medicine, Aurora
| | | | - Maxene Meier
- The Center for Research in Outcomes for Children's Surgery, Center for Children's Surgery, University of Colorado School of Medicine, Aurora
| | - Margo M Nolan
- From the Pediatric Surgery, Children's Hospital Colorado, Aurora
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Fylli C, Schipper IB, Krijnen P. Pediatric Trauma in The Netherlands: Incidence, Mechanism of Injury and In-Hospital Mortality. World J Surg 2023; 47:1116-1128. [PMID: 36806556 PMCID: PMC10070213 DOI: 10.1007/s00268-022-06852-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/05/2022] [Indexed: 02/21/2023]
Abstract
BACKGROUND In the Netherlands, there are no specialized or certified pediatric trauma centers, especially for severely injured children. National and regional agreements on centralization of pediatric trauma care are scarce. This study aims to describe the incidence, injury mechanism and in-hospital mortality of pediatric trauma in the Netherlands, as a prelude to the further organization of pediatric trauma care. METHODS A retrospective cohort analysis of data from the Dutch National Trauma Registry in 2009-2018, concerning all children (0-16 years) hospitalized due to injury in the Netherlands. RESULTS The annual number of admitted injured children increased from 8666 in 2009 to 13,367 in 2018. Domestic accidents were the most common cause of non-fatal injury (67.9%), especially in children aged 0-5 years (89.2%). Severe injury (injury severity score ≥ 16) accounted for 2.5% and 74% of these patients were treated in level-1 trauma centers. In both deceased and surviving patients with severe injuries, head injuries were the most common (72.1% and 64.3%, respectively). In-hospital mortality after severe injury was 8.2%. Road-traffic accidents (RTAs) were the leading cause of death (46.5%). CONCLUSIONS Domestic accidents are the most common cause of injury, especially in younger children, whereas RTAs are the lead cause of fatal injury. Severe pediatric trauma in the Netherlands is predominantly managed in level-1 trauma centers, where a multidisciplinary team of experts is available. Improving the numbers of severely injured patients primarily brought to level-1 trauma centers may help to further reduce mortality.
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Affiliation(s)
- Christina Fylli
- Department of Surgery, Post Zone K6-R, P.O. Box 9600, 2300 RC, Leiden, The Netherlands. .,Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands.
| | - Inger B Schipper
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Pieta Krijnen
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
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Liu TT, Cheng CT, Hsu CP, Chaou CH, Ng CJ, Jeng MJ, Chang YC. Validation of a five-level triage system in pediatric trauma and the effectiveness of triage nurse modification: A multi-center cohort analysis. Front Med (Lausanne) 2022; 9:947501. [PMID: 36388924 PMCID: PMC9664936 DOI: 10.3389/fmed.2022.947501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 09/27/2022] [Indexed: 01/24/2023] Open
Abstract
INTRODUCTION Triage is one of the most important tasks for nurses in a modern emergency department (ED) and it plays a critical role in pediatric trauma. An appropriate triage system can improve patient outcomes and decrease resource wasting. However, triage systems for pediatric trauma have not been validated worldwide. To ensure clinical reliability, nurses are allowed to override the acuity level at the end of the routine triage process. This study aimed to validate the Taiwan Triage and Acuity Scale (TTAS) for pediatric trauma and evaluate the effectiveness of triage nurse modification. METHODS This was a multicenter retrospective cohort study analyzing triage data of all pediatric trauma patients who visited six EDs across Taiwan from 2015 to 2019. Each patient was triaged by a well-trained nurse and assigned an acuity level. Triage nurses can modify their acuity based on their professional judgment. The primary outcome was the predictive performance of TTAS for pediatric trauma, including hospitalization, ED length of stay, emergency surgery, and costs. The secondary outcome was the accuracy of nurse modification and the contributing factors. Multivariate regression was used for data analysis. The Akaike information criterion and C-statistics were utilized to measure the prediction performance of TTAS. RESULTS In total, 45,364 pediatric patients were included in this study. Overall mortality, hospitalization, and emergency surgery rates were 0.17, 5.4, and 0.76%, respectively. In almost all cases (97.48%), the triage nurses agreed upon the original scale. All major outcomes showed a significant positive correlation with the upgrade of acuity levels in TTAS in pediatric trauma patients. After nurse modification, the Akaike information criterion decreased and C-statistics increased, indicating better prediction performance. The factors contributing to this modification were being under 6 years of age, heart rate, respiratory rate, and primary location of injuries. CONCLUSION The TTAS is a reliable triage tool for pediatric trauma patients. Modification by well-experienced triage nurses can enhance its prediction performance. Younger age, heart rate, respiratory rate, and primary location of injuries contributed to modifications of the triage nurse. Further external validation is required to determine its role in pediatric trauma worldwide.
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Affiliation(s)
- Tien-Tien Liu
- Department of Nursing, Chang Gung Memorial Hospital, Taoyuan, Taiwan,Institute of Emergency and Critical Care Medicine, National Yang-Ming Chiao-Tung University, Taipei, Taiwan
| | - Chi-Tung Cheng
- Division of Trauma and Emergency Surgery, Department of General Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Chih-Po Hsu
- Division of Trauma and Emergency Surgery, Department of General Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Chung-Hsien Chaou
- College of Medicine, Chang Gung University, Taoyuan, Taiwan,Chang Gung Medical Education Research Centre (CG-MERC), Taoyuan, Taiwan,Department of Emergency Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chip-Jin Ng
- Chang Gung Medical Education Research Centre (CG-MERC), Taoyuan, Taiwan,Department of Emergency Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan,National Working Group of Taiwan Triage and Acuity Scale (TTAS), Taipei, Taiwan
| | - Mei-Jy Jeng
- Institute of Emergency and Critical Care Medicine, National Yang-Ming Chiao-Tung University, Taipei, Taiwan,Department of Pediatrics, Taipei Veterans General Hospital, Taipei, Taiwan,*Correspondence: Mei-Jy Jeng
| | - Yu-Che Chang
- College of Medicine, Chang Gung University, Taoyuan, Taiwan,Chang Gung Medical Education Research Centre (CG-MERC), Taoyuan, Taiwan,Department of Emergency Medicine, Chang Gung Memorial Hospital, Taoyuan, Taiwan,National Working Group of Taiwan Triage and Acuity Scale (TTAS), Taipei, Taiwan,Yu-Che Chang
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Advanced Automatic Crash Notification Algorithm for Children. Acad Pediatr 2022; 22:1057-1064. [PMID: 35314363 DOI: 10.1016/j.acap.2022.02.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 02/18/2022] [Accepted: 02/20/2022] [Indexed: 11/23/2022]
Abstract
BACKGROUND Advanced automatic crash notification (AACN) can improve triage decision-making by using vehicle telemetry to alert first responders of a motor vehicle crash and estimate an occupant's likelihood of injury. The objective was to develop an AACN algorithm to predict the risk that a pediatric occupant is seriously injured and requires treatment at a Level I or II trauma center. METHODS Based on 3 injury facets (severity; time sensitivity; predictability), a list of Target Injuries associated with a child's need for Level I/II trauma center treatment was determined. Multivariable logistic regression of motor vehicle crash occupants was performed creating the pediatric-specific AACN algorithm to predict risk of sustaining a Target Injury. Algorithm inputs included: delta-v, rollover quarter-turns, belt status, multiple impacts, airbag deployment, and age. The algorithm was optimized to achieve under-triage ≤5% and over-triage ≤50%. Societal benefits were assessed by comparing correctly triaged motor vehicle crash occupants using the AACN algorithm against real-world decisions. RESULTS The pediatric AACN algorithm achieved 25% to 49% over-triage across crash modes, and under-triage rates of 2% for far-side, 3% for frontal and near-side, 8% for rear, and 14% for rollover crashes. Applied to real-world motor vehicle crashes, improvements of 59% in under-triage and 45% in over-triage are estimated: more appropriate triage of 32,320 pediatric occupants annually. CONCLUSIONS This AACN algorithm accounts for pediatric developmental stage and will aid emergency personnel in correctly triaging pediatric occupants after a motor vehicle crash. Once incorporated into the trauma triage network, it will increase triage efficiency and improve patient outcomes.
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11
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Newgard CD, Fischer PE, Gestring M, Michaels HN, Jurkovich GJ, Lerner EB, Fallat ME, Delbridge TR, Brown JB, Bulger EM. National guideline for the field triage of injured patients: Recommendations of the National Expert Panel on Field Triage, 2021. J Trauma Acute Care Surg 2022; 93:e49-e60. [PMID: 35475939 PMCID: PMC9323557 DOI: 10.1097/ta.0000000000003627] [Citation(s) in RCA: 50] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 03/09/2022] [Accepted: 03/15/2022] [Indexed: 11/26/2022]
Abstract
This work details the process of developing the updated field triage guideline, the supporting evidence, and the final version of the 2021 National Guideline for the Field Triage of Injured Patients.
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Affiliation(s)
- Craig D. Newgard
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Peter E. Fischer
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Mark Gestring
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Holly N. Michaels
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Gregory J. Jurkovich
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - E. Brooke Lerner
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Mary E. Fallat
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Theodore R. Delbridge
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Joshua B. Brown
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - Eileen M. Bulger
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
| | - the Writing Group for the 2021 National Expert Panel on Field Triage
- From the Department of Emergency Medicine (C.D.N., J.R.L.), Center for Policy and Research in Emergency Medicine, Oregon Health and Science University, Portland, Oregon; Department of Surgery (P.E.F.), University of Tennessee Health Science Center, Memphis, Tennessee; Department of Surgery (M.G.), University of Rochester, Rochester, New York; Committee on Trauma (H.N.M., M.N., M.D., J.D.), American College of Surgeons, Chicago, Illinois; Department of Surgery (G.J.J.), UC Davis Health, Sacramento, California; Department of Emergency Medicine (E.B.L.), University at Buffalo, Buffalo, New York; Department of Surgery (M.E.F.), University of Louisville School of Medicine, Norton Children's Hospital, Louisville, Kentucky; Maryland Institute for Emergency Medical Services Systems (T.R.D.), Baltimore, Maryland; Division of Trauma and General Surgery, Department of Surgery (J.B.B.), University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; Department of Surgery (E.M.B.), University of Washington, Seattle, Washington
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Snyder CW, Barry TM, Ciesla DJ, Thatch K, Poulos N, Danielson PD, Chandler NM, Pracht EE. The International Classification of Disease Critical Care Severity Score demonstrates that pediatric burden of injury is similar to that of adults: Validation using the National Trauma Databank ☆. J Pediatr Surg 2022; 57:1354-1357. [PMID: 34172286 DOI: 10.1016/j.jpedsurg.2021.05.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 05/13/2021] [Accepted: 05/20/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND/PURPOSE Resource-based severity of injury (SOI) measures, such as the International Classification of Disease (ICD) Critical Care Severity Score (ICASS), may characterize traumatic burden better than standard mortality-based measures. The purpose of this study was to validate the ICASS in a representative national-level trauma cohort and compare SOI measures between children and adults. METHODS The National Trauma Databank was used to derive (2008-12) and validate (2013-15) ICASS and ICD Injury Severity Scores (ICISS, standard mortality-based SOI measure). SOI metrics and outcomes were compared between pediatric, adult, and elderly age groups. Logistic regression modeling evaluated predictors of critical care resource utilization. RESULTS Derivation and validation cohorts consisted of 3.90 and 1.97 million patients, respectively. ICASS strongly predicted actual critical care utilization (OR 1.04, 95% CI 1.04-1.04, p<0.0001). Mean ICASS was 24.4 for children and 33.0 for adults (ratio 0.74), indicating predicted critical care utilization in children was three-quarters that of adults. In contrast, predicted pediatric mortality was less than half that of adults. CONCLUSIONS Mortality-based SOI measures underestimate pediatric burden of injury. This study validates ICASS and demonstrates that pediatric resource-based SOI is more similar to that of adults. ICASS is easily calculated without a trauma registry and complements mortality-based measures. Level of evidence III, retrospective comparative study.
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Affiliation(s)
- Christopher W Snyder
- Division of Pediatric Surgery, Johns Hopkins All Children's Hospital, 601 5th Street South, St. Petersburg, FL, United States.
| | - Tara M Barry
- Division of Trauma and Acute Care Surgery, University of South Florida, 1 Tampa General Circle, Tampa, Florida, United States
| | - David J Ciesla
- Division of Trauma and Acute Care Surgery, University of South Florida, 1 Tampa General Circle, Tampa, Florida, United States
| | - Keith Thatch
- Division of Pediatric Surgery, Johns Hopkins All Children's Hospital, 601 5th Street South, St. Petersburg, FL, United States
| | - Nicholas Poulos
- Division of Pediatric Surgery, Wolfson Children's Hospital, 800 Prudential Drive, Jacksonville, FL, United States
| | - Paul D Danielson
- Division of Pediatric Surgery, Johns Hopkins All Children's Hospital, 601 5th Street South, St. Petersburg, FL, United States
| | - Nicole M Chandler
- Division of Pediatric Surgery, Johns Hopkins All Children's Hospital, 601 5th Street South, St. Petersburg, FL, United States
| | - Etienne E Pracht
- College of Public Health, University of South Florida, 13201 Bruce B. Downs Boulevard, Tampa, FL, United States
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Abe D, Inaji M, Hase T, Takahashi S, Sakai R, Ayabe F, Tanaka Y, Otomo Y, Maehara T. A Prehospital Triage System to Detect Traumatic Intracranial Hemorrhage Using Machine Learning Algorithms. JAMA Netw Open 2022; 5:e2216393. [PMID: 35687335 PMCID: PMC9187955 DOI: 10.1001/jamanetworkopen.2022.16393] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
IMPORTANCE An adequate system for triaging patients with head trauma in prehospital settings and choosing optimal medical institutions is essential for improving the prognosis of these patients. To our knowledge, there has been no established way to stratify these patients based on their head trauma severity that can be used by ambulance crews at an injury site. OBJECTIVES To develop a prehospital triage system to stratify patients with head trauma according to trauma severity by using several machine learning techniques and to evaluate the predictive accuracy of these techniques. DESIGN, SETTING, AND PARTICIPANTS This single-center retrospective cohort study was conducted by reviewing the electronic medical records of consecutive patients who were transported to Tokyo Medical and Dental University Hospital in Japan from April 1, 2018, to March 31, 2021. Patients younger than 16 years with cardiopulmonary arrest on arrival or with a significant amount of missing data were excluded. MAIN OUTCOMES AND MEASURES Machine learning-based prediction models to detect the presence of traumatic intracranial hemorrhage were constructed. The predictive accuracy of the models was evaluated with the area under the receiver operating curve (ROC-AUC), area under the precision recall curve (PR-AUC), sensitivity, specificity, and other representative statistics. RESULTS A total of 2123 patients (1527 male patients [71.9%]; mean [SD] age, 57.6 [19.8] years) with head trauma were enrolled in this study. Traumatic intracranial hemorrhage was detected in 258 patients (12.2%). Among several machine learning algorithms, extreme gradient boosting (XGBoost) achieved the mean (SD) highest ROC-AUC (0.78 [0.02]) and PR-AUC (0.46 [0.01]) in cross-validation studies. In the testing set, the ROC-AUC was 0.80, the sensitivity was 74.0% (95% CI, 59.7%-85.4%), and the specificity was 74.9% (95% CI, 70.2%-79.3%). The prediction model using the National Institute for Health and Care Excellence (NICE) guidelines, which was calculated after consultation with physicians, had a sensitivity of 72.0% (95% CI, 57.5%-83.8%) and a specificity of 73.3% (95% CI, 68.7%-77.7%). The McNemar test revealed no statistically significant differences between the XGBoost algorithm and the NICE guidelines for sensitivity or specificity (P = .80 and P = .55, respectively). CONCLUSIONS AND RELEVANCE In this cohort study, the prediction model achieved a comparatively accurate performance in detecting traumatic intracranial hemorrhage using only the simple pretransportation information from the patient. Further validation with a prospective multicenter data set is needed.
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Affiliation(s)
- Daisu Abe
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Motoki Inaji
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Takeshi Hase
- Institute of Education, Tokyo Medical and Dental University, Tokyo, Japan
| | - Shota Takahashi
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Ryosuke Sakai
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Fuga Ayabe
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yoji Tanaka
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yasuhiro Otomo
- Department of Acute Critical Care and Disaster Medicine, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Taketoshi Maehara
- Department of Neurosurgery, Tokyo Medical and Dental University, Tokyo, Japan
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Guerrero-Márquez G, Míguez-Navarro MC, Ignacio-Cerro MDC, Rivas-García A. Analysis of the validity of the five-level TRIPED-GM paediatric triage system. ENFERMERIA CLINICA (ENGLISH EDITION) 2022; 32 Suppl 1:S54-S63. [PMID: 35094968 DOI: 10.1016/j.enfcle.2021.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Accepted: 09/09/2021] [Indexed: 06/14/2023]
Abstract
OBJECTIVE To determine the validity of the five-level TRIPED-GM pediatric triage system. METHODS Unicentric, observational, descriptive, cross-sectional study of 485 patients aged 0-16 years in the pediatric emergency department of the HGU Gregorio Marañon. Two measures of validity were used: a direct measure calculated by the sensitivity and specificity obtained based on the number of infratriages and overtriages of the priorities given by classification nurses compared with a panel of experts and another indirect measure by the length of stay, the resources consumed and the percentage of income for each priority level. RESULTS 10 patients were incorrectly classified, 4 (0.8%) were considered infratriages and 6 (1.2%) overtriages. The results showed a sensitivity of 99.45% (95% CI 96.5-99.97%) and a specificity of 99.01% (95% CI 96.9-99.7%) for high priorities (P2 and P3) and 98.99% (95% CI 96.8-99.6%) and 98.4% (95% CI 96.84-99.74%) respectively for low priorities (P4 and P5). The quadratic weighted Kappa index was 0.96 (95% CI 0.94-0.98; p = 0.0000). Resource consumption showed moderate Spearman correlation coefficients as the priority level increased. The percentage of admissions and the need for observation increased as the priority level p = 0,000 increased, not requiring observation or admitting any patients with priority 5. CONCLUSIONS The TRIPED-GM pediatric triage system is valid for use in emergency departments with similar patients.
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Alqurashi N, Alotaibi A, Bell S, Lecky F, Body R. The diagnostic accuracy of prehospital triage tools in identifying patients with traumatic brain injury: A systematic review. Injury 2022; 53:2060-2068. [PMID: 35190184 DOI: 10.1016/j.injury.2022.02.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2021] [Revised: 02/04/2022] [Accepted: 02/06/2022] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Prehospital care providers are usually the first responders for patients with traumatic brain injury (TBI). Early identification of patients with TBI enables them to receive trauma centre care, which improves outcomes. Two recent systematic reviews concluded that prehospital triage tools for undifferentiated major trauma have low accuracy. However, neither review focused specifically on patients with suspected TBI. Therefore, we aimed to systematically review the existing evidence on the diagnostic performance of prehospital triage tools for patients with suspected TBI. METHODS A comprehensive search of the current literature was conducted using Medline, EMBASE, CINAHL Plus and the Cochrane library (inception to 1st June 2021). We also searched Google Scholar, OpenGrey, pre-prints (MedRxiv) and dissertation databases. We included all studies published in English language evaluating the accuracy of prehospital triage tools for TBI. We assessed methodological quality and risk of bias using a modified Quality Assessment of Diagnostic Studies (QUADAS-2) tool. Two reviewers independently performed searches, screened titles and abstracts and undertook methodological quality assessments. Due to the heterogeneity in the population of interest and prehospital triage tools used, a narrative synthesis was undertaken. RESULTS The initial search identified 1787 articles, of which 8 unique eligible studies met the inclusion criteria (5 retrospective, 2 prospective, 1 mixed). Overall, sensitivity of triage tools studied ranged from 19.8% to 87.9% for TBI identification. Specificity ranged from 41.4% to 94.4%. Two decision tools have been validated more than once: HITS-NS (2 studies, sensitivity 28.3-32.6%, specificity 89.1-94.4%) and the Field Triage Decision Scheme (4 studies, sensitivity 19.8-64.5%, specificity 77.4%-93.1%). Existing tools appear to systematically under-triage older patients. CONCLUSION Further efforts are needed to improve and optimise prehospital triage tools. Consideration of additional predictors (e.g., biomarkers, clinical decision aids and paramedic judgement) may be required to improve diagnostic accuracy.
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Affiliation(s)
- Naif Alqurashi
- Division of Cardiovascular Sciences, University of Manchester, Manchester, UK; Department of Accidents and Trauma, Prince Sultan bin Abdelaziz College for Emergency Medical Services, King Saud University, Riyadh, Saudi Arabia.
| | - Ahmed Alotaibi
- Division of Cardiovascular Sciences, University of Manchester, Manchester, UK.
| | - Steve Bell
- Medical Directorate, North West Ambulance Service NHS Trust, Bolton, BL1 5DD, UK.
| | - Fiona Lecky
- University of Sheffield, School of Health and Related Research, Sheffield, UK.
| | - Richard Body
- Division of Cardiovascular Sciences, University of Manchester, Manchester, UK; Emergency Department, Manchester University NHS Foundation Trust, Manchester, UK.
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Colbachini PCM, Marson FAL, Peixoto AO, Sarti L, Fraga AMA. Air Rescue for Pediatric Trauma in a Metropolitan Region of Brazil: Profiles, Outcomes, and Overtriage Rates. Front Pediatr 2022; 10:890405. [PMID: 35722501 PMCID: PMC9201391 DOI: 10.3389/fped.2022.890405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Accepted: 04/20/2022] [Indexed: 11/13/2022] Open
Abstract
Besides ensuring a quick response and transport of trauma victims, helicopter support also involves risks to patients and professionals and has higher operational costs. Studying prehospital triage criteria and their relationship with patient overtriage and outcomes is important, particularly in newly established services and in developing countries with limited health budgets. This could help improve the use of the helicopter rescue and provide better management of the costs and risks related to it. The objective of this study was to determine the epidemiologic and severity profiles of pediatric victims of trauma attended by helicopter in a Brazilian Metropolitan Area to evaluate the outcomes and overtriage rates related to pediatric air rescue in the region. We conducted an observational and retrospective study using 49 hospital and prehospital records from victims of trauma aged <18 years old (yo) assisted by helicopter and then transferred to a tertiary University Hospital. Of the 49 patients, 39 (79.6%) individuals were male, and the mean age was 11.3 yo. Vehicular collisions accounted for 15 (30.6%) of the traumas, and traumatic brain injuries occurred in 28 (57.1%) cases. A total of 29 (59.1%) individuals had severe trauma (Injury Severity Score; ISS >15), and 34 (69.4%) required admission to the intensive care unit. Overtriage varied from 18.4 to 40.8% depending on the criteria used for its definition, being more frequent in individuals aged between 1 and 5 yo. Death occurred in 10 (20.4%) patients. On prehospital evaluation, we classified 29/32 (90.6%) patients with severe trauma according to the Pediatric Trauma Score (PTS ≤8) and 18/25 (72%) according to the Revised Trauma Score (RTS ≤11). Of these, 7/29 (24.1%) and 6/18 (33.3%), respectively, presented ISS <15 at in-hospital evaluation. None of the patients with PTS >8 and 3/7 (42.8%) of those with RTS >11 presented ISS >15. In conclusion, air rescue of pediatric trauma victims was used mainly for critically ill individuals, resulting in rates of overtriage compatible with that found in the literature. PTS showed the lowest rates of overtriage within excellent rates of undertriage.
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Affiliation(s)
- Paulo C M Colbachini
- Postgraduate Program in Child and Adolescent Health, Department of Pediatrics, University of Campinas, Campinas, Brazil
| | - Fernando A L Marson
- Postgraduate Program in Child and Adolescent Health, Department of Pediatrics, University of Campinas, Campinas, Brazil.,Laboratory of Medical Genetics and Human Genetics, Postgraduate Program in Health Sciences, Health Sciences Department, São Francisco University, Bragança Paulista, Brazil
| | - Andressa O Peixoto
- Postgraduate Program in Child and Adolescent Health, Department of Pediatrics, University of Campinas, Campinas, Brazil
| | - Luisa Sarti
- Faculty of Medical Sciences, Clinical Hospital of University of Campinas, University of Campinas, Campinas, Brazil
| | - Andrea M A Fraga
- Postgraduate Program in Child and Adolescent Health, Department of Pediatrics, University of Campinas, Campinas, Brazil
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Análisis de la validez del sistema de triaje pediátrico de 5 niveles TRIPED-GM. ENFERMERIA CLINICA 2021. [DOI: 10.1016/j.enfcli.2021.09.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Nishijima DK, Yang Z, Newgard CD. Cost-effectiveness of field trauma triage among injured children transported by emergency medical services. Am J Emerg Med 2021; 50:492-500. [PMID: 34536721 DOI: 10.1016/j.ajem.2021.08.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 08/09/2021] [Accepted: 08/16/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND A pediatric field triage strategy that meets the national policy benchmark of ≥95% sensitivity would likely improve health outcomes but increase heath care costs. Our objective was to compare the cost-effectiveness of current pediatric field triage practices to an alternative field triage strategy that meets the national policy benchmark of ≥95% sensitivity. STUDY DESIGN We developed a decision-analysis Markov model to compare the outcomes and costs of the two strategies. We used a prospectively collected cohort of 3507 (probability weighted, unweighted n = 2832) injured children transported by 44 emergency medical services (EMS) agencies to 28 trauma and non-trauma centers in the Northwestern United States from 1/1/2011 to 12/31/2011 to derive the alternative field triage strategy and to populate model probability and cost inputs for both strategies. We compared the two strategies by calculating quality adjusted life years (QALYs) and health care costs over a time horizon from the time of injury until death. We set an incremental cost-effectiveness ratio threshold of less than $100,000 per QALY for the alternative field triage to be a cost-effective strategy. RESULTS Current pediatric field triage practices had a sensitivity of 87.4% (95% confidence interval [CI] 71.9 to 95.0%) and a specificity of 82.3% (95% CI 81.0 to 83.5%) and the alternative field triage strategy had a sensitivity of 97.3% (95% CI 82.6 to 99.6%) and a specificity of 46.1% (95% CI 43.8 to 48.4%). The alternative field triage strategy would cost $476,396 per QALY gained compared to current pediatric field triage practices and thus would not be a cost-effective strategy. Sensitivity analyses demonstrated similar findings. CONCLUSION Current field triage practices do not meet national policy benchmarks for sensitivity. However, an alternative field triage strategy that meets the national policy benchmark of ≥95% sensitivity is not a cost-effective strategy.
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Affiliation(s)
- Daniel K Nishijima
- Department of Emergency Medicine, UC Davis School of Medicine, Sacramento, CA, United States of America.
| | - Zhuo Yang
- Department of Health Policy and Management, Rollins School of Public Health, Emory University, Atlanta, GA, United States of America
| | - Craig D Newgard
- Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health and Science University, Portland, OR, United States of America
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Gianola S, Castellini G, Biffi A, Porcu G, Fabbri A, Ruggieri MP, Stocchetti N, Napoletano A, Coclite D, D'Angelo D, Fauci AJ, Iacorossi L, Latina R, Salomone K, Gupta S, Iannone P, Chiara O. Accuracy of pre-hospital triage tools for major trauma: a systematic review with meta-analysis and net clinical benefit. World J Emerg Surg 2021; 16:31. [PMID: 34112209 PMCID: PMC8193906 DOI: 10.1186/s13017-021-00372-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Accepted: 05/18/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND We conducted a systematic review to evaluate and compare the accuracy of pre-hospital triage tools for major trauma in the context of the development of the Italian National Institute of Health guidelines on major trauma integrated management. METHODS PubMed, Embase, and CENTRAL were searched up to November 2019 for studies investigating pre-hospital triage tools. The ROC (receiver operating characteristics) curve and net clinical benefit for all selected triage tools were performed. Quality assessment was performed using the Quality Assessment of Diagnostic Accuracy Studies-2. Certainty of the evidence was judged with the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach. RESULTS We found 15 observational studies of 13 triage tools for adults and 11 for children. In adults, according to the ROC curve and the net clinical benefit, the most reliable tool was the Northern French Alps Trauma System (TRENAU), adopting injury severity score (ISS) > 15 as reference (sensitivity (Sn), 0.92; specificity (Sp), 0.41; 1 study; sample size, 2572; high certainty of the evidence). When mortality as reference was considered, the pre-hospital triage tool with the best net clinical benefit trajectory was the New Trauma Score (NTS) < 18 (Sn, 0.82; Sp, 0.86; 1 study; sample size, 1001; moderate certainty of the evidence). In children, high variability among all triage tools for sensitivity and specificity was found. CONCLUSION Sensitivity and specificity varied across all available pre-hospital trauma triage tools. TRENAU and NTS are the best accurate triage tools for adults, whereas in the pediatric area a large variability prevents any firm conclusion.
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Affiliation(s)
- Silvia Gianola
- Unit of Clinical Epidemiology, IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
| | - Greta Castellini
- Unit of Clinical Epidemiology, IRCCS Istituto Ortopedico Galeazzi, Milan, Italy.
| | - Annalisa Biffi
- National Centre for Healthcare Research and Pharmacoepidemiology, Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
- Unit of Biostatistics, Epidemiology and Public Health, Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
| | - Gloria Porcu
- National Centre for Healthcare Research and Pharmacoepidemiology, Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
- Unit of Biostatistics, Epidemiology and Public Health, Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan, Italy
| | - Andrea Fabbri
- Emergency Department, AUSL della Romagna, Forlì, Italy
| | | | - Nino Stocchetti
- Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
- Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Cà Granda-Ospedale Maggiore Policlinico, Milan, Italy
| | - Antonello Napoletano
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Daniela Coclite
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Daniela D'Angelo
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Alice Josephine Fauci
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Laura Iacorossi
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Roberto Latina
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Katia Salomone
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Shailvi Gupta
- Adams Cowley Shock Trauma Center, University of Maryland, Baltimora, MD, USA
| | - Primiano Iannone
- Centro Eccellenza Clinica Qualità e Sicurezza delle Cure, Istituto Superiore di Sanità, Rome, Italy
| | - Osvaldo Chiara
- Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
- General Surgery and Trauma Team, ASST Grande Ospedale Metropolitano Niguarda, University of Milan, Piazza Ospedale Maggiore, Milan, Milano, Italy
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Fuller G, Pandor A, Essat M, Sabir L, Buckley-Woods H, Chatha H, Holt C, Keating S, Turner J. Diagnostic accuracy of prehospital triage tools for identifying major trauma in elderly injured patients: A systematic review. J Trauma Acute Care Surg 2021; 90:403-412. [PMID: 33502151 DOI: 10.1097/ta.0000000000003039] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
BACKGROUND Older adults with major trauma are frequently undertriaged, increasing the risk of preventable morbidity and mortality. The aim of this systematic review was to evaluate the diagnostic performance of prehospital triage tools to identify suspected elderly trauma patients in need of specialized trauma care. METHODS Several electronic databases (including MEDLINE, EMBASE, and the Cochrane Library) were searched from inception to February 2019. Prospective or retrospective diagnostic studies were eligible if they examined prehospital triage tools as index tests (either scored theoretically using observed patient variables or evaluated according to actual paramedic transport decisions) compared with a reference standard for major trauma in elderly adults who require transport by paramedics following injury. Selection of studies, data extraction, and risk of bias assessments using the Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2) tool were undertaken independently by at least two reviewers. Narrative synthesis was used to summarize the findings. RESULTS Fifteen studies met the inclusion criteria, with 11 studies examining theoretical accuracy, three evaluating real-life transport decisions, and one assessing both (of 21 individual index tests). Estimates for sensitivity and specificity were highly variable with sensitivity estimates ranging from 19.8% to 95.5% and 57.7% to 83.3% for theoretical accuracy and real life triage performance, respectively. Specificity results were similarly diverse ranging from 17.0% to 93.1% for theoretical accuracy and 46.3% to 78.9% for actual paramedic decisions. Most studies had unclear or high risk of bias and applicability concerns. There were no obvious differences between different triage tools, and findings did not appear to vary systematically with major trauma prevalence, age, alternative reference standards, study designs, or setting. CONCLUSION Existing prehospital triage tools may not accurately identify elderly patients with serious injury. Future work should focus on more relevant reference standards, establishing the best trade-off between undertriage and overtriage, optimizing the role prehospital clinician judgment, and further developing geriatric specific triage variables and thresholds. LEVEL OF EVIDENCE Systematic review, level III.
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Affiliation(s)
- Gordon Fuller
- From the School of Health and Related Research (ScHARR), University of Sheffield, Sheffield, South Yorkshire, United Kingdom
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Ageron FX, Porteaud J, Evain JN, Millet A, Greze J, Vallot C, Levrat A, Mortamet G, Bouzat P. Effect of under triage on early mortality after major pediatric trauma: a registry-based propensity score matching analysis. World J Emerg Surg 2021; 16:1. [PMID: 33413465 PMCID: PMC7791780 DOI: 10.1186/s13017-020-00345-w] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 12/10/2020] [Indexed: 11/29/2022] Open
Abstract
Background Little is known about the effect of under triage on early mortality in trauma in a pediatric population. Our objective is to describe the effect of under triage on 24-h mortality after major pediatric trauma in a regional trauma system. Methods This cohort study was conducted from January 2009 to December 2017. Data were obtained from the registry of the Northern French Alps Trauma System. The network guidelines triage pediatric trauma patients according to an algorithm shared with adult patients. Under triage was defined by the number of pediatric trauma patients that required specialized trauma care transported to a non-level I pediatric trauma center on the total number of injured patients with critical resource use. The effect of under triage on 24-h mortality was assessed with inverse probability treatment weighting (IPTW) and a propensity score (Ps) matching analysis. Results A total of 1143 pediatric patients were included (mean [SD], age 10 [5] years), mainly after a blunt trauma (1130 [99%]). Of the children, 402 (35%) had an ISS higher than 15 and 547 (48%) required specialized trauma care. Nineteen (1.7%) patients died within 24 h. Under triage rate was 33% based on the need of specialized trauma care. Under triage of children requiring specialized trauma care increased the risk of death in IPTW (risk difference 6.0 [95% CI 1.3–10.7]) and Ps matching analyses (risk difference 3.1 [95% CI 0.8–5.4]). Conclusions In a regional inclusive trauma system, under triage increased the risk of early death after pediatric major trauma.
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Affiliation(s)
- François-Xavier Ageron
- RENAU Northern French Alps Emergency Network, Public Health Department, Annecy Hospital, F-74000, Annecy, France
| | - Jordan Porteaud
- Grenoble Alps Trauma Center, Department of Anesthesiology and Intensive Care Medicine, Grenoble University Hospital, F-38000, Grenoble, France
| | - Jean-Noël Evain
- Grenoble Alps Trauma Center, Department of Anesthesiology and Intensive Care Medicine, Grenoble University Hospital, F-38000, Grenoble, France
| | - Anne Millet
- Department of Pediatric Care, Pediatric Intensive Care Unit, Grenoble University Hospital, F-38000, Grenoble, France
| | - Jules Greze
- Grenoble Alps Trauma Center, Department of Anesthesiology and Intensive Care Medicine, Grenoble University Hospital, F-38000, Grenoble, France
| | - Cécile Vallot
- RENAU Northern French Alps Emergency Network, Public Health Department, Annecy Hospital, F-74000, Annecy, France
| | - Albrice Levrat
- Department of Intensive Care, Annecy Hospital, F-74000, Annecy, France
| | - Guillaume Mortamet
- Department of Pediatric Care, Pediatric Intensive Care Unit, Grenoble University Hospital, F-38000, Grenoble, France.,Grenoble Alps University, F-38000, Grenoble, France
| | - Pierre Bouzat
- Grenoble Alps Trauma Center, Department of Anesthesiology and Intensive Care Medicine, Grenoble University Hospital, F-38000, Grenoble, France. .,Grenoble Alps University, F-38000, Grenoble, France. .,Grenoble Alpes Trauma Centre, Pôle d'Anesthésie-Réanimation, Hôpital Albert Michallon, BP 217, F-38043, Grenoble, France.
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Pediatric trauma triage: A Pediatric Trauma Society Research Committee systematic review. J Trauma Acute Care Surg 2020; 89:623-630. [PMID: 32301877 DOI: 10.1097/ta.0000000000002713] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Significant variability exists in the triage of injured children with most systems using mechanism of injury and/or physiologic criteria. It is not well established if existing triage criteria predict the need for intervention or impact morbidity and mortality. This study evaluated existing evidence for pediatric trauma triage. Questions defined a priori were as follows: (1) Do prehospital trauma triage criteria reduce mortality? (2) Do prehospital trauma scoring systems predict outcomes? (3) Do trauma center activation criteria predict outcomes? (4) Do trauma center activation criteria predict need for procedural or operative interventions? (5) Do trauma bay pediatric trauma scoring systems predict outcomes? (6) What secondary triage criteria for transfer of children exist? METHODS A structured, systematic review was conducted, and multiple databases were queried using search terms related to pediatric trauma triage. The literature search was limited to January 1990 to August 2019. Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) methodology was applied with the methodological index for nonrandomized studies tool used to assess the quality of included studies. Qualitative analysis was performed. RESULTS A total of 1,752 articles were screened, and 38 were included in the qualitative analysis. Twelve articles addressed questions 1 and 2, 21 articles addressed question 3 to 5, and five articles addressed question 6. Existing literature suggest that prehospital triage criteria or scoring systems do not predict or reduce mortality, although selected physiologic parameters may. In contrast, hospital trauma activation criteria can predict the need for procedures or surgical intervention and identify patients with higher mortality; again, physiologic signs are more predictive than mechanism of injury. Currently, no standardized secondary triage/transfer protocols exist. CONCLUSION Evidence supporting the utility of prehospital triage criteria for injured children is insufficient, while physiology-based trauma system activation criteria do appropriately stratify injured children. The absence of strong evidence supports the need for further prehospital and secondary transfer triage-related research. LEVEL OF EVIDENCE Systematic review study, level II.
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Asmar S, Zeeshan M, Khurrum M, Con J, Chehab M, Bible L, Latifi R, Joseph B. Delta Shock Index Predicts Outcomes in Pediatric Trauma Patients Regardless of Age. J Surg Res 2020; 259:182-191. [PMID: 33290893 DOI: 10.1016/j.jss.2020.10.026] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 10/01/2020] [Accepted: 10/31/2020] [Indexed: 11/18/2022]
Abstract
INTRODUCTION Changes in the shock index (ΔSI) can be a predictive tool but is not established among pediatric trauma patients. The aim of our study was to assess the impact of ΔSI on mortality in pediatric trauma patients. METHODS We performed a 2017 analysis of all pediatric trauma patients (age 0-16 y) from the ACS-TQIP. SI was defined as heart rate(HR)/systolic blood pressure(SBP). We abstracted the SI in the field (EMS), SI in the emergency department (ED) and calculated the change in SI (ΔSI = ED SI-EMS SI). Patients were divided into four age groups: 0-3 y, 4-6 y, 7-12 y, and 13-16 y and substratified into two groups based on the value of the age-group-specific ΔSI cutoff obtained with receiver operating characteristic ROC analysis; +ΔSI and -ΔSI. Our outcome measure was mortality. Multivariable logistic and Cox regression analyses were performed. RESULTS We included 31,490 patients. Mean age was 10.6 ± 4.6 y, and 65.8% were male. The overall mortality rate was 1.4%. In the age group 0-3 y the cutoff point for ΔSI was 0.29 with an area under the curve (AUC) 0.70 [0.62-0.79], ΔSI cutoff 4-6 y was 0.41 AUC 0.81 [0.70-0.92], ΔSI cutoff 7-12 y was 0.05 AUC 0.83 [0.76-0.90], and ΔSI cutoff 13-16 y was 0.13 AUC 0.75 [0.69-0.81]. On the Cox regression analysis, +ΔSI was independently associated with increased in-hospital mortality and 24-h mortality (P ≤ 0.01). CONCLUSIONS Vital signs vary by age group in children, but ΔSI inherently accounts for this variation. ΔSI predicts mortality and may be utilized as a predictor to help guide triage of pediatric trauma patients. LEVEL OF EVIDENCE Level III Prognostic.
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Affiliation(s)
- Samer Asmar
- Division of Trauma, Critical Care, Department of Surgery, Emergency Surgery, and Burns, College of Medicine, University of Arizona, Tucson, Arizona
| | - Muhammad Zeeshan
- Department of Surgery, Westchester Medical Center, Valhalla, New York
| | - Muhammad Khurrum
- Division of Trauma, Critical Care, Department of Surgery, Emergency Surgery, and Burns, College of Medicine, University of Arizona, Tucson, Arizona
| | - Jorge Con
- Department of Surgery, Westchester Medical Center, Valhalla, New York
| | - Mohamad Chehab
- Division of Trauma, Critical Care, Department of Surgery, Emergency Surgery, and Burns, College of Medicine, University of Arizona, Tucson, Arizona
| | - Letitia Bible
- Division of Trauma, Critical Care, Department of Surgery, Emergency Surgery, and Burns, College of Medicine, University of Arizona, Tucson, Arizona
| | - Rifat Latifi
- Department of Surgery, Westchester Medical Center, Valhalla, New York
| | - Bellal Joseph
- Division of Trauma, Critical Care, Department of Surgery, Emergency Surgery, and Burns, College of Medicine, University of Arizona, Tucson, Arizona.
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So you need a surgeon? Need for surgeon presence as an alternative metric to predict outcomes and assess triage in the pediatric trauma population. J Pediatr Surg 2020; 55:2124-2127. [PMID: 31761456 PMCID: PMC9587694 DOI: 10.1016/j.jpedsurg.2019.10.055] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 10/04/2019] [Accepted: 10/10/2019] [Indexed: 11/21/2022]
Abstract
BACKGROUND Injury Severity Score (ISS) is the primary metric by which triage has been evaluated in trauma activations. We compared ISS to a previously described set of criteria defined as Need for Surgical Presence (NSP). We hypothesize that NSP may serve as a way to augment ISS in predicting mortality and assessing triage in pediatric trauma patients. METHODS A total of 19,139 pediatric trauma patients in the 2016 National Trauma Quality Improvement Program Database (excluding transfers) had complete data for mortality, mode of transport, age, injury type, ISS, and NSP factors. NSP was defined as having one or more of the following: intubation, transfusion, operation for hemorrhage control/craniotomy, vasopressors, interventional radiology, spinal cord Injury, tube thoracostomy, emergency thoracotomy, intracranial pressure monitor, or pericardiocentesis. RESULTS Overall mortality was 1.3% and 96% of all patients suffered blunt injury. A total of 2787 (14.6%) patients had an NSP indicator compared to 2036 (10.8%) with an ISS ≥16. NSP was noninferior to ISS in predicting mortality with the AUC of 0.91 (95% CI 0.89-0.92) and 0.90 (95% CI 0.88-0.92) respectively. CONCLUSION NSP predicts mortality in pediatric trauma patients as well as ISS, and may compliment ISS. NSP status can be assigned shortly after patient arrival. Proper assessment of over and undertriage allows for optimal resource utilization by the medical facility and ultimately benefits the hospital, physician and patient. STUDY TYPE Retrospective national dataset study. LEVEL OF EVIDENCE Level II.
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An analysis of pediatric trauma center undertriage in a mature trauma system. J Trauma Acute Care Surg 2020; 87:800-807. [PMID: 30889142 DOI: 10.1097/ta.0000000000002265] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
BACKGROUND Improved mortality as a result of appropriate triage has been well established in adult trauma and may be generalizable to the pediatric trauma population as well. We sought to determine the overall undertriage rate (UTR) in the pediatric trauma population within Pennsylvania (PA). We hypothesized that a significant portion of pediatric trauma population would be undertriaged. METHODS All pediatric (age younger than 15) admissions meeting trauma criteria (International Classification of Diseases, Ninth Revision: 800-959) from 2003 to 2015 were extracted from the Pennsylvania Health Care Cost Containment Council (PHC4) database and the Pennsylvania Trauma Systems Foundation (PTSF) registry. Undertriage was defined as patients not admitted to PTSF-verified pediatric trauma centers (n = 6). The PHC4 contains inpatient admissions within PA, while PTSF only reports admissions to PA trauma centers. ArcGIS Desktop was used for geospatial mapping of undertriage. RESULTS A total of 37,607 cases in PTSF and 63,954 cases in PHC4 met criteria, suggesting UTR of 45.8% across PA. Geospatial mapping reveals significant clusters of undertriage regions with high UTR in the eastern half of the state compared to low UTR in the western half. High UTR seems to be centered around nonpediatric facilities. The UTR for patients with a probability of death 1% or less was 39.2%. CONCLUSION Undertriage is clustered in eastern PA, with most areas of high undertriage located around existing trauma centers in high-density population areas. This pattern may suggest pediatric undertriage is related to a system issue as opposed to inadequate access. LEVEL OF EVIDENCE Retrospective study, without negative criteria, Level III.
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Factors that predict the need for early surgeon presence in the setting of pediatric trauma. J Pediatr Surg 2020; 55:698-701. [PMID: 31153589 PMCID: PMC9580838 DOI: 10.1016/j.jpedsurg.2019.05.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Revised: 05/09/2019] [Accepted: 05/11/2019] [Indexed: 11/21/2022]
Abstract
INTRODUCTION Evidence based variables predicting the need for surgeon presence (NSP) on arrival of an injured child are limited. We sought to identify prehospital factors that best correlate with NSP and highest level of activation in pediatric trauma. A secondary analysis was also performed to determine whether injury severity score (ISS) was predictive of NSP in pediatric trauma. METHODS This was a retrospective, single institution study of injured patients age ≤ 16 years delivered from scene to our Pediatric Level I trauma center between January 2016 and June 2017. 526 patients had complete data available for analysis. NSP was previously described as the presence of any of these factors: intubation, transfusion, emergent operation with the trauma team/craniotomy with the neurosurgery team, vasopressors, interventional radiology, spinal cord Injury, chest tube, emergency department thoracotomy, intracranial pressure monitor, pericardiocentesis, or death in the trauma bay. Multivariable analysis was performed with covariates of interest including scene and ED arrival vitals and interventions. RESULTS Independent predictors of NSP and highest level of activation were GCS of ≤12 (OR 22.3), penetrating trauma (OR 5.4), and hypotension (age adjusted) (OR 10.2). We also found that ISS ≥ 16 was a poor indicator of NSP with a sensitivity of only 61%. CONCLUSION A validated model based on these variables may be useful in predicting NSP and highest level of activation prior to arrival of pediatric trauma patients. NSP may augment assessment of over and undertriage in pediatric trauma patients as compared to the ISS/Cribari system alone. Level of evidence Level III, retrospective cohort study.
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Lerner EB, Badawy M, Cushman JT, Drendel AL, Fumo N, Jones CMC, Shah MN, Gourlay DM. Does Mechanism of Injury Predict Trauma Center Need for Children? PREHOSP EMERG CARE 2020; 25:95-102. [PMID: 32119577 DOI: 10.1080/10903127.2020.1737281] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
OBJECTIVE To determine if the Mechanism of Injury Criteria of the Field Triage Decision Scheme (FTDS) are accurate for identifying children who need the resources of a trauma center. METHODS EMS providers transporting any injured child ≤15 years, regardless of severity, to a pediatric trauma center in 3 midsized communities over 3 years were interviewed. Data collected through the interview included EMS observed physiologic condition, suspected anatomic injuries, and mechanism. Patients were then followed to determine if they needed the resources of a trauma center by reviewing their medical record after hospital discharge. Patients were considered to need a trauma center if they received an intervention included in a previously published consensus definition. Data were analyzed with descriptive statistics including positive likelihood ratios (+LR) and 95% confidence intervals (95%CI). RESULTS 9,483 provider interviews were conducted and linked to hospital outcome data. Of those, 230 (2.4%) met the consensus definition for needing a trauma center. 1,572 enrolled patients were excluded from further analysis because they met the Physiologic or Anatomic Criteria of the FTDS. Of the remaining 7,911 cases, 62 met the consensus definition for needing a trauma center (TC). Taken as a whole, the Mechanism of Injury Criteria of the FTDS identified 14 of the remaining 62 children who needed the resources of a trauma center for a 77% under-triage rate. The mechanisms sustained were 36% fall (16 needed TC), 28% motor vehicle crash (MVC) (20 needed TC), 7% struck by a vehicle (10 needed TC), <1% motorcycle crash (none needed TC), and 29% had a mechanism not included in the FTDS (16 needed TC). Of those who sustained a mechanisms not listed in the FTDS, the most common mechanisms were sport related injuries not including falls (24% of 2,283 cases with a mechanism not included) and assault (13%). Among those who fell from a height greater than 10 feet, 4 needed a TC (+LR 5.9; 95%CI 2.8-12.6). Among those in a MVC, 41 were reported to have been ejected and none needed a TC, while 31 had reported meeting the intrusion criteria and 0 needed a TC. There were 32 reported as having a death in the same vehicle, and 2 needed a TC (+LR 7.42; 95%CI: 1.90-29.0). CONCLUSION Over a quarter of the children who needed the resources of a trauma center were not identified using the Physiologic or Anatomic Criteria of the Field Triage Decision Scheme. The Mechanism of Injury Criteria did not apply to over a quarter of the mechanisms experienced by children transported by EMS for injury. Use of the Mechanism Criteria did not greatly enhance identification of children who need a trauma center. More work is needed to improve the tool used to assist EMS providers in the identification of children who need the resources of a trauma center.
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Two novel resource-based metrics to quantify pediatric trauma severity based on probability of requiring critical care and anesthesia services. J Trauma Acute Care Surg 2020; 89:636-641. [DOI: 10.1097/ta.0000000000002607] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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van der Sluijs R, Lokerman RD, Waalwijk JF, de Jongh MAC, Edwards MJR, den Hartog D, Giannakópoulos GF, van Grunsven PM, Poeze M, Leenen LPH, van Heijl M. Accuracy of pre-hospital trauma triage and field triage decision rules in children (P2-T2 study): an observational study. THE LANCET CHILD & ADOLESCENT HEALTH 2020; 4:290-298. [PMID: 32014121 DOI: 10.1016/s2352-4642(19)30431-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Revised: 12/16/2019] [Accepted: 12/19/2019] [Indexed: 11/26/2022]
Abstract
BACKGROUND Adequate pre-hospital trauma triage is crucial to enable optimal care in inclusive trauma systems. Transport of children in need of specialised trauma care to lower-level trauma centres is associated with adverse patient outcomes. We aimed to evaluate the diagnostic accuracy of paediatric field triage based on patient destination and triage tools. METHODS We did a multisite observational study (P2-T2) of all children (aged <16 years) transported with high priority by ambulance from the scene of injury to any emergency department in seven of 11 inclusive trauma regions in the Netherlands. Diagnostic accuracy based on the initial transport destination was evaluated in terms of undertriage rate (ie, the proportion of patients in need of specialised trauma care who were initially transported to a lower-level paediatric or adult trauma centre) and overtriage rate (ie, the proportion of patients not requiring specialised trauma care who were transported to a level-I [highest level] paediatric trauma centre). The Dutch National Protocol of Ambulance Services and Field Triage Decision Scheme triage protocols were externally validated using data from this cohort against an anatomical (Injury Severity Score [ISS] ≥16) and a resource-based reference standard. FINDINGS Between Jan 1, 2015, and Dec 31, 2017, 12 915 children (median age 10·3 years, IQR 4·2-13·6) were transported to the emergency department with injuries. 4091 (31·7%) patients were admitted to hospital, of whom 129 (3·2%) patients had an ISS of 16 or greater and 227 (5·5%) patients used critical resources within a limited timeframe. Ten patients died within 24 h of arrival at the emergency department. Based on the primary reference standard (ISS ≥16), the undertriage rate was 16·3% (95% CI 10·8-23·7) and the overtriage rate was 21·2% (20·5-22·0). The National Protocol of Ambulance Services had a sensitivity of 53·5% (95% CI 43·9-62·9) and a specificity of 94·0% (93·4-94·6), and the Field Triage Decision Scheme had a sensitivity of 64·5% (54·1-74·1) and a specificity of 84·3% (83·1-85·5). INTERPRETATION Too many children in need of specialised care were transported to lower-level paediatric or adult trauma centres, which is associated with increased mortality and morbidity. Current protocols cannot accurately discriminate between patients at low and high risk, and highly sensitive and child-specific triage tools need to be developed to ensure the right patient is transported to the right hospital. FUNDING The Netherlands Organisation for Health Research and Development, Innovation Fund Health Insurers.
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Affiliation(s)
- Rogier van der Sluijs
- Department of Surgery, University Medical Centre Utrecht, Utrecht, Netherlands; Department of Surgery, Maastricht University Medical Centre, Maastricht, Netherlands.
| | - Robin D Lokerman
- Department of Surgery, University Medical Centre Utrecht, Utrecht, Netherlands
| | - Job F Waalwijk
- Department of Surgery, University Medical Centre Utrecht, Utrecht, Netherlands; Department of Surgery, Maastricht University Medical Centre, Maastricht, Netherlands
| | | | - Michael J R Edwards
- Department of Surgery, Radboud University Medical Centre, Nijmegen, Netherlands
| | - Dennis den Hartog
- Department of Surgery, Erasmus University Medical Centre, Rotterdam, Netherlands
| | | | | | - Martijn Poeze
- Department of Surgery, Maastricht University Medical Centre, Maastricht, Netherlands; Network of Acute Care Limburg, Maastricht University Medical Centre+, Maastricht, Netherlands
| | - Luke P H Leenen
- Department of Surgery, University Medical Centre Utrecht, Utrecht, Netherlands
| | - Mark van Heijl
- Department of Surgery, University Medical Centre Utrecht, Utrecht, Netherlands; Department of Surgery, Diakonessenhuis Utrecht/Zeist/Doorn, Utrecht, Netherlands
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Ryan JL, Pracht E, Langland-Orban B, Crandall M. Association of mechanism of injury with overtriage of injured youth patients as trauma alerts. Trauma Surg Acute Care Open 2019; 4:e000300. [PMID: 31922017 PMCID: PMC6937421 DOI: 10.1136/tsaco-2019-000300] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 11/04/2019] [Accepted: 12/05/2019] [Indexed: 11/07/2022] Open
Abstract
Background Trauma alert criteria include physiologic and anatomic criteria, although field triage based on injury mechanism is common. This analysis evaluates injury mechanisms associated with pediatric trauma alert overtriage and estimates the effect of overtriage on patient care costs. Methods Florida’s Agency for Health Care Administration inpatient and financial data for 2012–2014 were used. The study population included mildly and moderately injured patients aged 5–15 years brought to a trauma center and had an International Classification of Diseases-based Injury Severity Score survival probability ≥0.90, a recorded mechanism of injury, no surgery, a hospital stay less than 24 hours, and discharged to home. Overtriaged patients were those who had a trauma alert. Logistic regression was used to analyze the odds of overtriage relative to mechanism of injury and multivariable linear regression was used to analyze cost of overtriage. Results Twenty percent of patients were overtriaged; yet these patients accounted for 37.2% of total costs. The mechanisms of injury related to firearms (OR 11.99) and motor vehicle traffic (2.25) were positively associated with overtriage as a trauma alert. Inpatient costs were 131.8% higher for overtriaged patients. Discussion Firearm injuries and motor vehicle injuries can be associated with severe injuries. However, in this sample, a proportion of patients with this mechanism suffered minimal injuries. It is possible that further identifying relevant anatomic and physiologic criteria in youth may help decrease overtriage without compromising outcomes. Level of evidence Economic, level IV.
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Affiliation(s)
- Jessica Lynn Ryan
- Health Sciences and Administration, University of West Florida, Pensacola, Florida, USA
| | - Etienne Pracht
- College of Public Health, University of South Florida, Tampa, Florida, USA
| | | | - Marie Crandall
- Surgery, University of Florida College of Medicine–Jacksonville, Jacksonville, Florida, USA
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