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Zaboli A, Brigo F, Sibilio S, Brigiari G, Massar M, Parodi M, Mian M, Pfeifer N, Turcato G. What is the optimal outcome for evaluating the triage Systems? Insights from a prospective observational study. Int Emerg Nurs 2025; 78:101540. [PMID: 39566440 DOI: 10.1016/j.ienj.2024.101540] [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] [Received: 07/31/2024] [Revised: 10/25/2024] [Accepted: 11/13/2024] [Indexed: 11/22/2024]
Abstract
BACKGROUND Currently, there is no universally accepted gold standard outcome for assessing the effectiveness of the Triage Systems. This study aimed to comprehensively evaluate and compare various outcomes utilized in triage studies. METHODS A prospective observational study was conducted at the Emergency Department (ED) of Merano Hospital from June 1 to December 31, 2023. We assessed the predictive capability of the Manchester Triage System (MTS) across multiple outcomes using areas under the receiver operating characteristic curve (AUROC), along with their corresponding 95% confidence intervals (95% CI), and frequency distributions. RESULTS The MTS demonstrated strong performance concerning the most objective outcomes, such as mortality (at 72 h: AUROC 0.914; 95 %CI: 0.815-1; at 7 days: 0.845; 95 %CI: 0.729-0.965; at 30 days: 0.794; 95 %CI: 0.706-0.881), admission to the intensive care unit (0.831; 95 %CI: 0.763-0.899), and need for life-saving interventions (0.870; 95 %CI: 0.806-0.934). Additionally, outcomes such as urgency status and clinical priority, as judged by physicians, exhibited excellent performance and optimal frequency distribution. CONCLUSIONS The performance of the MTS varied significantly depending on the specific outcome under evaluation. Currently, no single outcome appears superior to others, nor does any seem poised to serve as a potential gold standard for the assessment of triage systems. It is advisable for dedicated working groups to convene and reach a consensus on the most effective outcomes for evaluating the performance of MTS and other triage systems. This should be accomplished through a systematic, standardized, and transparent approach, grounded in the best available evidence.
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Affiliation(s)
- Arian Zaboli
- Innovation, Research and Teaching Service (SABES-ASDAA), Teaching Hospital of the Paracelsus Medical Private University (PMU), Bolzano, Italy.
| | - Francesco Brigo
- Innovation, Research and Teaching Service (SABES-ASDAA), Teaching Hospital of the Paracelsus Medical Private University (PMU), Bolzano, Italy
| | - Serena Sibilio
- Universitat Basel Department Public Health, Institute of Nursing Science, Basel, BS, Switzerland
| | - Gloria Brigiari
- Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy
| | - Magdalena Massar
- Innovation, Research and Teaching Service (SABES-ASDAA), Teaching Hospital of the Paracelsus Medical Private University (PMU), Bolzano, Italy
| | - Marta Parodi
- Department of Internal Medicine, Intermediate Care Unit, Hospital Alto Vicentino (AULSS-7), Santorso, Italy
| | - Michael Mian
- Innovation, Research and Teaching Service (SABES-ASDAA), Teaching Hospital of the Paracelsus Medical Private University (PMU), Bolzano, Italy; College of Health Care-Professions Claudiana, Bozen, Italy
| | - Norbert Pfeifer
- Department of Emergency Medicine, Hospital of Merano-Meran (SABES-ASDAA), Merano-Meran, Italy; Lehrkrankenhaus der Paracelsus Medizinischen Privatuniversität, Salzburg, Austria
| | - Gianni Turcato
- Department of Internal Medicine, Intermediate Care Unit, Hospital Alto Vicentino (AULSS-7), Santorso, Italy
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Wu L, Chen X, Khalemsky A, Li D, Zoubeidi T, Lauque D, Alsabri M, Boudi Z, Kumar VA, Paxton J, Tsilimingras D, Kurland L, Schwartz D, Hachimi-Idrissi S, Camargo CA, Liu SW, Savioli G, Intas G, Soni KD, Junhasavasdikul D, Cabello JJT, Rathlev NK, Tazarourte K, Slagman A, Christ M, Singer AJ, Lang E, Ricevuti G, Li X, Liang H, Grossman SA, Bellou A. The Association between Emergency Department Length of Stay and In-Hospital Mortality in Older Patients Using Machine Learning: An Observational Cohort Study. J Clin Med 2023; 12:4750. [PMID: 37510865 PMCID: PMC10381297 DOI: 10.3390/jcm12144750] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 06/28/2023] [Accepted: 07/07/2023] [Indexed: 07/30/2023] Open
Abstract
The association between emergency department (ED) length of stay (EDLOS) with in-hospital mortality (IHM) in older patients remains unclear. This retrospective study aims to delineate the relationship between EDLOS and IHM in elderly patients. From the ED patients (n = 383,586) who visited an urban academic tertiary care medical center from January 2010 to December 2016, 78,478 older patients (age ≥60 years) were identified and stratified into three age subgroups: 60-74 (early elderly), 75-89 (late elderly), and ≥90 years (longevous elderly). We applied multiple machine learning approaches to identify the risk correlation trends between EDLOS and IHM, as well as boarding time (BT) and IHM. The incidence of IHM increased with age: 60-74 (2.7%), 75-89 (4.5%), and ≥90 years (6.3%). The best area under the receiver operating characteristic curve was obtained by Light Gradient Boosting Machine model for age groups 60-74, 75-89, and ≥90 years, which were 0.892 (95% CI, 0.870-0.916), 0.886 (95% CI, 0.861-0.911), and 0.838 (95% CI, 0.782-0.887), respectively. Our study showed that EDLOS and BT were statistically correlated with IHM (p < 0.001), and a significantly higher risk of IHM was found in low EDLOS and high BT. The flagged rate of quality assurance issues was higher in lower EDLOS ≤1 h (9.96%) vs. higher EDLOS 7 h <t≤ 8 h (1.84%). Special attention should be given to patients admitted after a short stay in the ED and a long BT, and new concepts of ED care processes including specific areas and teams dedicated to older patients care could be proposed to policymakers.
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Affiliation(s)
- Lijuan Wu
- Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
- Medical Research Institute, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Xuanhui Chen
- Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Anna Khalemsky
- Management Department, Hadassah Academic College, Jerusalem 91010, Israel
| | - Deyang Li
- Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Taoufik Zoubeidi
- Department of Statistics, College of Business and Economics, UAE University, Al Ain 1555, United Arab Emirates
| | - Dominique Lauque
- Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA
- Department of Emergency Medicine, Purpan Hospital and Toulouse III University, 31300 Toulouse, France
| | - Mohammed Alsabri
- Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA
- Department of Pediatrics, Brookdale University Hospital and Medical Center, 1 Brookdale Plaza, Brooklyn, NY 11212, USA
| | - Zoubir Boudi
- Department of Emergency Medicine, Dr Sulaiman Alhabib Hospital, Dubai 2542, United Arab Emirates
- Global Network on Emergency Medicine, Brookline, MA 02446, USA
| | - Vijaya Arun Kumar
- Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - James Paxton
- Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Dionyssios Tsilimingras
- Department of Family Medicine & Public Health Sciences, Wayne State University School of Medicine, Detroit, MI 48201, USA
| | - Lisa Kurland
- Department of Medical Sciences, Örebro University, 70182 Örebro, Sweden
| | - David Schwartz
- Information Systems Department, Graduate School of Business Administration, Bar-Ilan University, Ramat-Gan 529002, Israel
| | - Said Hachimi-Idrissi
- Global Network on Emergency Medicine, Brookline, MA 02446, USA
- Department of Emergency Medicine, Ghent University Hospital, 9000 Ghent, Belgium
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Shan W Liu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Gabriele Savioli
- Emergency Department, IRCCS Fondazione Policlinico San Matteo, 27100 Pavia, Italy
| | - Geroge Intas
- Department of Critical Care, General Hospital of Nikaia Agios Panteleimon, 18454 Athens, Greece
| | - Kapil Dev Soni
- Jai Prakash Narayan Apex Trauma Center, Ring Road, New Delhi 110029, India
| | - Detajin Junhasavasdikul
- Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand
| | | | - Niels K Rathlev
- Department of Emergency Medicine, University of Massachusetts Medical School, Baystate, Springfield, MA 01199, USA
| | - Karim Tazarourte
- Department of Health Quality, University Hospital, Hospices Civils, 69002 Lyon, France
- Department of Emergency Medicine, University Hospital, Hospices Civils, 69002 Lyon, France
| | - Anna Slagman
- Division of Emergency and Acute Medicine, Campus Virchow Klinikum and Charité Campus Mitte, Charité Universitätsmedizin, 10117 Berlin, Germany
| | - Michael Christ
- Department of Emergency Medicine, 6000 Lucerne, Switzerland
| | - Adam J Singer
- Department of Emergency Medicine, Renaissance Scholl of Medicine at Stony Brook University, Stony Brook, NY 11794, USA
| | - Eddy Lang
- Department of Emergency Medicine, Emergency Medicine Cumming School of Medicine, University of Calgary, Alberta Health Services, Calgary, AB T2N 1N4, Canada
| | - Giovanni Ricevuti
- Emergency Medicine, School of Pharmacy, University of Pavia, 27100 Pavia, Italy
| | - Xin Li
- Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Huiying Liang
- Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Shamai A Grossman
- Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA
| | - Abdelouahab Bellou
- Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
- Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA
- Global Network on Emergency Medicine, Brookline, MA 02446, USA
- Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA
- Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
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