Early Warning Scores for COVID‑19 Outcomes: Modified Early Warning Score and Rapid Emergency Medicine Score Performance in Mortality and Hospital Readmission Risk Stratification
Abstract
Abstract
Background: The COVID‑19 pandemic highlighted the need for rapid and reliable triage tools to predict patient outcomes and support resource allocation. This study aimed to compare the predictive performance of Modified Early Warning Score (MEWS) and Rapid Emergency Medicine Score (REMS) for predicting mortality and hospitalization among COVID‑19 patients. Materials and Methods: This prospective cohort study included 900 outpatients and 280 inpatients with COVID‑19 who presented to 22 Bahman Hospital in Neyshabur, Iran, between 2022 and 2024. Physiological parameters for both MEWS and REMS were recorded at admission and monitored for 30 days. The receiver operating characteristic curves were used to assess the prognostic accuracy of MEWS and REMS for mortality and hospitalization. Results: At 48 hours before death, MEWS showed slightly better discrimination than REMS (AUC = 74.00, 95% CI: 68.80, 79.20 vs. 73.20, 95% CI: 67.50, 78.90; both p < 0.001). REMS exhibited greater sensitivity (75.50 vs. 38.00), while MEWS showed higher specificity (84.60 vs. 75.80). At 24 hours before death, REMS marginally outperformed MEWS (AUC = 62.80, 95% CI: 55.50, 70.10 vs. 62.30, 95% CI: 54.90, 69.70; p < 0.001 and < 0.001 respectively), with higher sensitivity (48.90 vs. 42.80) and slightly lower specificity (75.00 vs. 83.60). Conclusions: REMS demonstrated better prognostic accuracy 24 hours before death, likely reflecting its inclusion of age and neurological status. MEWS showed stronger performance 48 hours before death and in predicting hospitalization.
Keywords
Full Text:
PDFReferences
Gorbalenya AE, SCB, Baric RS, Groot RJD, Drosten C, Gulyaeva AA, et al. The species severe acute respiratory syndrome‑related coronavirus: Classifying 2019‑nCoV and naming it SARS‑CoV‑2. Nat Microbiol 2020;5:536‑44.
Delshad MH, Pourhaji F. Community responses during early phase of the COVID‑19 epidemic in the Razavi Khorasan province of Iran: A cross‑sectional study. Acta Sci Health Sci 2024;46:1‑8.
Mousavi SH, Delshad MH, Acuti Martellucci C, Bhandari D, Ozaki A, Pourhaji F, et al. Community behavioral and perceived responses in the COVID‑19 outbreak in Afghanistan: A cross‑sectional study. Disaster Med Public Health Prep 2022;6:2464‑70.
Zarabadipour M, Asgari Ghonche MR, Asgari Ghonche S, Mirzadeh M. Psychological evaluation of the factors affecting the stress caused by COVID‑19 outbreak in the medical staff and the community of Qazvin, Iran Spring 2020. J Military Med 2020;6:517‑25.
Pourhaji F, Pourhaji F, Tehrani H, Talebi M, Peyman N. Perceived threat and stress responses in the face of Covid‑19 based on health belief model. J Health Lit 2022;1:17‑25.
Gupta RK, Marks M, Samuels THA, Luintel A, Rampling T, Chowdhury H, et al. Systematic evaluation and external validation of 22 prognostic models among hospitalised adults with COVID‑19: An observational cohort study. Eur Respir J 2020;56:2003498.
Song CY, Xu J, He JQ, Lu YQ. COVID‑19 early warning score: A multi‑parameter screening tool to identify highly suspected patients. MedRxiv 2020;1:2020‑03.
Tajabadi, A, Stigma of Covid‑19: The basic challenge in health economics. Iran Occup Health 2020;17:137‑41.
Gao Y, Zhao K, Liu J, Zhang X, Gong L, Zhou X, et al. Prediction of clinical severity of COVID‑19 using a combination of heparin‑binding protein, interleukin‑6, and C‑Reactive protein: A retrospective study. Clin Respir J 2024;18:e70003.
Lee LLY, Yeung KL, Lo WYL, Lau YSC, Tang SYH, Chan JTS. Evaluation of a simplified therapeutic intervention scoring system (TISS‑28) and the modified early warning score (MEWS) in predicting physiological deterioration during inter‑facility transport. Resuscitation 2008;76:47‑51.
Hu H, Yao N, Qiu Y. Predictive Value of 5 Early Warning Scores for Critical COVID-19 Patients. Disaster Med Public Health Prep. 2022;16:232-9. doi: 10.1017/dmp.2020.324.
Bourn SS, Crowe RP, Fernandez AR, Matt SE, Brown AL, Hawthorn AB, et al. Initial prehospital rapid emergency medicine score (REMS) to predict outcomes for COVID‑19 patients. J Am Coll Emerg Physicians Open 2021;2:e12483.
Ruangsomboon O, Phanprasert N, Jirathanavichai S, Puchongmart C, Boonmee P, Thirawattanasoot N, et al. The utility of the rapid emergency medicine score (REMS) compared with three other early warning scores in predicting in‑hospital mortality among COVID‑19 patients in the emergency department: A multicenter validation study. BMC Emerg Med 2023;23:45.
Akarca M, Ozturk TC, Patan T, Dogan FS, Akoglu EU. Comparison of early warning scores in determining the prognosis of COVID‑19 patients. J Coll Physicians Surg Pak 2024;34:166‑71.
Hu H, Kong W, Yao N, Qiu Y, Yao R. Prognostic value of three rapid scoring scales and combined predictors for the assessment of patients with coronavirus disease 2019. Nurs Open 2022;9:1865‑72.
Barnett WR, Radhakrishnan M, Macko J, Hinch BT, Altorok N, Assaly R. Initial MEWS score to predict ICU admission or transfer of hospitalized patients with COVID‑19: A retrospective study. J Infect 2021;82:282‑327.
Bulut M, Cebicci H, Sigirli D, Sak A, Durmus O, Top AA, et al. The comparison of modified early warning score with rapid emergency medicine score: A prospective multicentre observational cohort study on medical and surgical patients presenting to emergency department. Emerg Med J 2014;31:476‑81.
Gök RGY, Gök A, Bulut M. Assessing prognosis with modified early warning score, rapid emergency medicine score and worthing physiological scoring system in patients admitted to intensive care unit from emergency department. Int Emerg Nurs 2019;43:9‑14.
Maftoohian M, Assarroudi A, Stewart JJ, Dastani M, Rakhshani MH, Sahebkar M. Evaluating the use of a modified early warning score in predicting serious adverse events in Iranian hospitalized patients: A prognostic study. J Emerg Nurs 2020;46:72‑82.
Khari S, Zandi M, Zarmehrparirouy M, Adel Ramawad H, Yousefifard M. Prognostic value of physiological scoring systems in COVID‑19 patients: A prospective observational study. Adv Emerg Nurs J 2023;45:77‑85.
Covino M, Sandroni C, Santoro M, Sabia L, Simeoni B, Bocci MG, et al. Predicting intensive care unit admission and death for COVID‑19 patients in the emergency department using early warning scores. Resuscitation 2020;156:84‑91.
Peris A, Zagli G, Maccarrone N, Batacchi S, Cammelli R, Cecchi A, et al. The use of Modified Early Warning Score may help anesthesists in postoperative level of care selection in emergency abdominal surgery. Minerva Anestesiol 2012;78:1034‑8.
Köksal Ö, Torun G, Ahun E, Sığırlı D, Güney SB, Aydın MO. The comparison of modified early warning score and Glasgow coma scale‑age‑systolic blood pressure scores in the assessment of nontraumatic critical patients in emergency department. Niger J Clin Pract 2016;19:761‑5.
Al‑Salman J, Sanad Salem Alsabea A, Alkhawaja S, Al Balooshi AM, Alalawi M, Abdulkarim Ebrahim B, et al. Evaluation of an adjusted MEWS (Modified Early Warning Score) for COVID‑19 patients to identify risk of ICU admission or death in the Kingdom of Bahrain. J Infect Public Health 2023;16:1773‑7.
Gholian‑Aval M, Pourhaji F, Raesi R, Delshad MH, Pourhaji F, Roudy KS, et al. Health literacy and self‑care behavior during COVID‑19 pandemic. Acta Sci Health Sci 2024;46:e65060.
Delshad MH, Pourhaji F, Zarmehri HA. The relationship between self‑efficacy, self‑care behavior, and generalized anxiety disorder in COVID‑19: A path analysis model. Nurse Media J Nurs 2022;12:111‑21.
Holloway, C. Preventing Failure to Rescue: Implementation of an Early Warning Score System. 2022.
Vafaee‑Najar A, Delshad MH, Pourhaji R, Tabesh H, Pourhaji F. Burnout syndrome and related factors among health team employees. Work 2023;76:1493‑9.
Li C, Wang K, Wu L, Song B, Tan J, Su H. Prehospital physiological parameters related illness severity scores can accurately discriminate the severe/critical state in adult patients with COVID‑19. Ann Med 2023;55:2239829.
Vedovati MC, Barbieri G, Urbini C, D’Agostini E, Vanni S, Papalini C, et al. Clinical prediction models in hospitalized patients with COVID‑19: A multicenter cohort study. Respir Med 2022;202:106954.
Özdemir S, Algın A, Akça HŞ, Altunok İ, Kokulu K, Eroğlu SE, et al. Predictive ability of the MEWS, REMS, and RAPS in geriatric patients with SARS‑CoV‑2 infection in the emergency department. Disaster Med Public Health Prep 2022;17:e174.
Bas B, Senturk M, Burnaz TN, Timur K, Kalkan A. Assessment of the relationship of REMS and MEWS scores with prognosis in patients diagnosed with COVID‑19 admitted to the emergency department. medRxiv, 2021;1:1‑8.
Wei X, Ma H, Liu R, Zhao Y. Comparing the effectiveness of three scoring systems in predicting adult patient outcomes in the emergency department. Medicine (Baltimore) 2019;98:e14289.
Refbacks
- There are currently no refbacks.

