Resuscitation · 2018 · 163 citations · 27 references
MedicineInternal MedicinePatient SafetyResuscitationRisk AssessmentAcute Respiratory Distress SyndromeAcute Respiratory FailureRespiratory EmergenciesVital SignsVital Signs AssessmentCodingDiagnostic CodingDiagnostic Coding AlgorithmsEarly Warning Score SystemsEarly Warning ScoresEarly Warning Scoring SystemsIn-hospital MortalityPrimary Outcome Analysis
AIMS: To compare the ability of the National Early Warning Score (NEWS) and the National Early Warning Score 2 (NEWS2) to identify patients at risk of in-hospital mortality and other adverse outcomes. METHODS: We undertook a multi-centre retrospective observational study at five acute hospitals from two UK NHS Trusts. Data were obtained from completed adult admissions who were not fit enough to be discharged alive on the day of admission. Diagnostic coding and oxygen prescriptions were used to identify patients with type II respiratory failure (T2RF). The primary outcome was in-hospital mortality within 24 h of a vital signs observation. Secondary outcomes included unanticipated intensive care unit admission or cardiac arrest within 24 h of a vital signs observation. Discrimination was assessed using the c-statistic. RESULTS: Among 251,266 adult admissions, 48,898 were identified to be at risk of T2RF by diagnostic coding. In this group, NEWS2 showed statistically significant lower discrimination (c-statistic, 95% CI) for identifying in-hospital mortality within 24 h (0.860, 0.857-0.864) than NEWS (0.881, 0.878-0.884). For 1394 admissions with documented T2RF, discrimination was similar for both systems: NEWS2 (0.841, 0.827-0.855), NEWS (0.862, 0.848-0.875). For all secondary endpoints, NEWS2 showed no improvements in discrimination. CONCLUSIONS: values, oxygen therapy and risk should be investigated further before wide-scale adoption of NEWS2.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
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pROC: an open-source package for R and S+ to analyze and compare ROC curves
Xavier Robin, Natacha Turck, Alexandre Hainard et al. · BMC Bioinformatics · 2011 · 14K citations · Full text
Gary B. Smith, David Prytherch, Paul Meredith et al. · Resuscitation · 2013 · 1.1K citations · Full text
Matthew M. Churpek, Ashley Snyder, Xuan Han et al. · American Journal of Respiratory and Critical Care Medicine · 2016 · 701 citations · Full text
Veterinary Medicine, Clinical Sciences, Infectious Diseases +17