Sensitivity-Specificity Tradeoff For Different Alarm Strategies In Continuous 12-Lead St-Segment Monitoring

Computers in Cardiology 2004, Vol 31(2004)

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摘要
Our objective was to assess both the sensitivity and specificity of various alarm-detection strategies for realtime ST-segment monitoring. The dataset was comprised of ST measurements from 12-lead Mason-Likar electrocardiograms (ML ECG) obtained from 88 patients before and during elective balloon-inflation angioplasty. We compared the ability of the 12-lead ML ECG and its subsets to detect ischemia, based on an index derived from the absolute values of the ST shift in "non-ischemic" and "ischemic " states. The sensitivity and specificity of a classifier using this index for a range of threshold values yielded receiver operating characteristic (ROC) curves. Detection performance was assessed as mean area under 1,000 ROC curves (AUC) generated by a bootstrap method with replacement. Results show that the reduced lead sets with I limb lead and 2 precordial leads (e.g. III, V3, V6 or III, V1, V4) attain AUC values that are not significantly different from those of the 12-lead ML ECG.
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关键词
databases,cardiology,indexation,data mining,receiver operator characteristic,roc curve,patient monitoring,real time
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