Cargando…

Predicting in-hospital mortality in adult non-traumatic emergency department patients: a retrospective comparison of the Modified Early Warning Score (MEWS) and machine learning approach

BACKGROUND: A feasible and accurate risk prediction systems for emergency department (ED) patients is urgently required. The Modified Early Warning Score (MEWS) is a wide-used tool to predict clinical outcomes in ED. Literatures showed that machine learning (ML) had better predictability in specific...

Descripción completa

Detalles Bibliográficos
Autores principales:	Wu, Kuan-Han, Cheng, Fu-Jen, Tai, Hsiang-Ling, Wang, Jui-Cheng, Huang, Yii-Ting, Su, Chih-Min, Chang, Yun-Nan
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	PeerJ Inc. 2021
Materias:	Emergency and Critical Care
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8395578/ https://www.ncbi.nlm.nih.gov/pubmed/34513328 http://dx.doi.org/10.7717/peerj.11988

Ejemplares similares

Comparison of the National Early Warning Score (NEWS) and the Modified Early Warning Score (MEWS) for predicting admission and in-hospital mortality in elderly patients in the pre-hospital setting and in the emergency department
por: Mitsunaga, Toshiya, et al.
Publicado: (2019)

Performance of Modified Early Warning Score (MEWS) and Circulation, Respiration, Abdomen, Motor, and Speech (CRAMS) score in trauma severity and in-hospital mortality prediction in multiple trauma patients: a comparison study
por: Jiang, Xiaobin, et al.
Publicado: (2019)

Predictive value of Modified Early Warning Score (MEWS) and Revised Trauma Score (RTS) for the short-term prognosis of emergency trauma patients: a retrospective study
por: Yu, Zhejun, et al.
Publicado: (2021)

The Role of Modified Early Warning Score (MEWS) in the Prognosis of Acute Pancreatitis
por: Khan, Amena, et al.
Publicado: (2021)

Performance of Modified Early Warning Score (MEWS) for Predicting In-Hospital Mortality in Traumatic Brain Injury Patients
por: Kim, Dong-Ki, et al.
Publicado: (2021)

The role of emergency department triage early warning score (TREWS) and modified early warning score (MEWS) to predict in-hospital mortality in COVID-19 patients
por: Aygun, Huseyin, et al.
Publicado: (2021)

Recent self-harm and psychological measures in the emergency department
por: Randall, Jason R., et al.
Publicado: (2014)

Predictive value of machine learning for the risk of acute kidney injury (AKI) in hospital intensive care units (ICU) patients: a systematic review and meta-analysis
por: Du, Yuan Hong, et al.
Publicado: (2023)

Automated electronic medical record sepsis detection in the emergency department
por: Nguyen, Su Q., et al.
Publicado: (2014)

National estimates of emergency department visits for pediatric severe sepsis in the United States
por: Singhal, Sara, et al.
Publicado: (2013)

Potential impact of co-payment at point of care to influence emergency department utilization
por: Baum, Zachary, et al.
Publicado: (2016)

Workplace violence against frontline clinicians in emergency departments during the COVID-19 pandemic
por: Liu, Rui, et al.
Publicado: (2021)

The Role of Early Warning Scoring Systems NEWS and MEWS in the Acute Exacerbation of COPD
por: Triantafyllidou, Christina, et al.
Publicado: (2023)

Using a pacifier to decrease sudden infant death syndrome: an emergency department educational intervention
por: Walsh, Paul, et al.
Publicado: (2014)

Availability of mobile phones for discharge follow-up of pediatric Emergency Department patients in western Kenya
por: House, Darlene R., et al.
Publicado: (2015)

Prior CT imaging history for patients who undergo PAN CT for acute traumatic injury
por: Kenter, Jeremy, et al.
Publicado: (2015)

Approaches to describing inter-rater reliability of the overall clinical appearance of febrile infants and toddlers in the emergency department
por: Walsh, Paul, et al.
Publicado: (2014)

The Accuracy of Sepsis Screening Score for Mortality Prediction at Emergency Department Triage
por: Suttapanit, Karn, et al.
Publicado: (2022)

The predisposing factors of AKI for prophylactic strategies in burn care
por: Tsai, Shin-Yi, et al.
Publicado: (2020)

Diagnostic value of serum procalcitonin, lactate, and high-sensitivity C-reactive protein for predicting bacteremia in adult patients in the emergency department
por: Lin, Chiung-Tsung, et al.
Publicado: (2017)

Patient understanding of radiation risk from medical computed tomography—A comparison of Hispanic vs. non-Hispanic emergency department populations
por: McNierney-Moore, Afton, et al.
Publicado: (2015)

Are patients who call a primary care office referred to the emergency department by non-healthcare personnel without the input of a physician?
por: Hill, Russell, et al.
Publicado: (2016)

Index to Predict In-hospital Mortality in Older Adults after Non-traumatic Emergency Department Intubations
por: Ouchi, Kei, et al.
Publicado: (2017)

Adequacy of clinical information in X-ray referrals for traumatic ankle injury with reference to the Ottawa Ankle Rules—a retrospective clinical audit
por: Gomes, Yolanda E., et al.
Publicado: (2020)

Prognosis predictive value of the Oxford Acute Severity of Illness Score for sepsis: a retrospective cohort study
por: Chen, Qingui, et al.
Publicado: (2019)

Comparison of pediatric scoring systems for mortality in septic patients and the impact of missing information on their predictive power: a retrospective analysis
por: Niederwanger, Christian, et al.
Publicado: (2020)

2495 Respiratory therapists’ awareness and intention to use the electronic modified early warning score (eMEWS)
por: Mussa, Constance, et al.
Publicado: (2018)

Retrospective study of prognostic factors in pediatric invasive pneumococcal disease
por: Chiu, Nan-Chang, et al.
Publicado: (2017)

Impact of ventilator settings during venovenous extracorporeal membrane oxygenation on clinical outcomes in influenza-associated acute respiratory distress syndrome: a multicenter retrospective cohort study
por: Liao, Ting-Yu, et al.
Publicado: (2022)

Performance in mortality prediction of SAPS 3 And MPM-III scores among adult patients admitted to the ICU of a private tertiary referral hospital in Tanzania: a retrospective cohort study
por: Kassam, Nadeem, et al.
Publicado: (2021)

Prediction of hospital outcome in emergency medical admissions using modified early warning score (MEWS): Indian experience
por: Bhatnagar, Mini, et al.
Publicado: (2021)

Characteristics and outcomes of hemodialysis patients with COVID-19: a retrospective single center study
por: Luo, Yongwen, et al.
Publicado: (2020)

Wearing N95 masks decreases the odor discrimination ability of healthcare workers: a self-controlled before-after study
por: Luo, Guanguan, et al.
Publicado: (2023)

A descriptive study of random forest algorithm for predicting COVID-19 patients outcome
por: Wang, Jie, et al.
Publicado: (2020)

Characteristics of ambulatory care visits to family medicine specialists in Taiwan: a nationwide analysis
por: Lynn, An-Min, et al.
Publicado: (2015)

The association between fluid balance and mortality in patients with ARDS was modified by serum potassium levels: a retrospective study
por: Zhang, Zhongheng, et al.
Publicado: (2015)

Evaluation of the diagnostic and prognostic values of serum HSP90α in sepsis patients: a retrospective study
por: Li, Fuxing, et al.
Publicado: (2022)

ARE EARLY WARNING SYSTEMS EFFECTIVE AT PREDICTING CLINICAL DETERIORATION IN PATIENTS WITH COVID-19? A RETROSPECTIVE, SINGLE CENTER STUDY
por: AMANZAI, ABASIN, et al.
Publicado: (2021)

A retrospective cohort study of the utility of the modified early warning score for interfacility transfer of patients with traumatic injury
por: Salottolo, Kristin, et al.
Publicado: (2017)

Emergency Department-based Intensive Care Unit Use Peaks Near Emergency Department Shift Turnover
por: Haas, Nathan L., et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_1eu5lh7eukikssgadiuc7jbagp