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Logistic early warning scores to predict death,cardiac arrest or unplanned intensive care unit re-admission after cardiac surgery
Authors:Y-D Chiu  S S Villar  J W Brand  M V Patteril  D J Morrice  J Clayton  J H Mackay
Institution:1. Department of Anaesthesia and Intensive Care, Royal Papworth Hospital, Cambridge, UK

MRC Biostatistics Unit, School of Clinical Medicine, University of Cambridge, UK;2. MRC Biostatistics Unit, School of Clinical Medicine, University of Cambridge, UK;3. Department of Anaesthesia and Critical Care, James Cook University Hospital, Middlesbrough, UK;4. Department of Anaesthesia and Critical Care, University Hospitals Coventry and Warwickshire, Coventry, UK;5. Department of Anaesthesia and Critical Care, New Cross Hospital, Wolverhampton, UK;6. Department of Anaesthesia and Intensive Care, Royal Papworth Hospital, Cambridge, UK

Abstract:NHS England recently mandated that the National Early Warning Score of vital signs be used in all acute hospital trusts in the UK despite limited validation in the postoperative setting. We undertook a multicentre UK study of 13,631 patients discharged from intensive care after risk-stratified cardiac surgery in four centres, all of which used VitalPACTM to electronically collect postoperative National Early Warning Score vital signs. We analysed 540,127 sets of vital signs to generate a logistic score, the discrimination of which we compared with the national additive score for the composite outcome of: in-hospital death; cardiac arrest; or unplanned intensive care admission. There were 578 patients (4.2%) with an outcome that followed 4300 sets of observations (0.8%) in the preceding 24 h: 499 out of 578 (86%) patients had unplanned re-admissions to intensive care. Discrimination by the logistic score was significantly better than the additive score. Respective areas (95%CI) under the receiver-operating characteristic curve with 24-h and 6-h vital signs were: 0.779 (0.771–0.786) vs. 0.754 (0.746–0.761), p < 0.001; and 0.841 (0.829–0.853) vs. 0.813 (0.800–0.825), p < 0.001, respectively. Our proposed logistic Early Warning Score was better than the current National Early Warning Score at discriminating patients who had an event after cardiac surgery from those who did not.
Keywords:cardiac surgery  early warning scores  ICU re-admission  logistic regression  postoperative deterioration
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