使用一套复杂的信号质量指标分析ICU中记录的心率和血压的误差

C. W. Hug, G. Clifford
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引用次数: 22

摘要

我们使用两种方法分析了来自1,071名患者的118,000小时心电图(ECG)和71,000小时动脉血压(ABP)数据的95,000多个个体心率和血压值。一种方法是由护理人员验证的自动测量数据,每隔5 ~ 60分钟从床边监视器传输到中央护理站。另一种方法涉及使用独立算法和一组先前描述的信号质量指标从连续ECG和ABP波形重新导出估计,以拒绝噪声和不可信的数据。结果表明,在去除明显的人工得出的HR和ABP估计值后,两个测量来源平均不一致,临床上不显著。此外,在使用信号质量指标拒绝数据后,误差分布曲线显着收紧。临床验证的血压值表现出小而显著的高估偏差,无论是作为一天的时间的函数还是作为一周中的一天的函数。一天中的时间和一周中的一天之间的值差异很小,但具有统计学意义。还描述了护士之间的差异。
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An analysis of the errors in recorded heart rate and blood pressure in the ICU using a complex set of signal quality metrics
We analyzed over 95,000 individual values of heart rate and blood pressure derived from 118,000 hours of electrocardiogram (ECG) and 71,000 hours of Arterial Blood Pressure (ABP) data from 1,071 patients using two methods. One method was a nursing-staff verified automatic measurement transmitted from the bedside monitor to central nursing station at intervals of 5 to 60 minutes. The other method involved re-deriving the estimates from continuous ECG and ABP waveforms using independent algorithms and a set of previously described signal quality metrics to reject noisy and untrustworthy data. Results demonstrate that after the removal of obvious artifactual derived HR and ABP estimates, the two measurement sources disagree, on average, by a clinically insignificant amount. Furthermore, after rejection of data using signal quality metrics, the error distribution curve significantly tightens. The clinically-verified BP values exhibit a small but significant bias towards overestimation, both as a function of time of day and as a function of day of the week. Differences in values between time of day and day of week were small but statistically significant. Inter-nurse differences are also described.
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