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Measuring cardiac output in critically Ill patients: disagreement between thermodilution-, calculated-, expired gas-, and oxygen consumption-based methods.危重症患者心输出量的测量:热稀释法、计算法、呼出气法和基于氧耗量法之间的差异
Cardiology. 1997 Jan-Feb;88(1):19-25. doi: 10.1159/000177304.
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Oxygen consumption in infants and children during heart catheterization.婴幼儿心脏导管插入术中的氧消耗
Pediatr Cardiol. 1996 Jul-Aug;17(4):207-13. doi: 10.1007/BF02524795.
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A new paediatric metabolic monitor.一种新型儿科代谢监测仪。
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Introduction to neural networks.神经网络简介。
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Oxygen consumption in adult patients during cardiac catheterization.
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Body temperature and oxygen uptake in man.
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Continuous determination of oxygen uptake in sedated infants and children during cardiac catheterization.
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The estimation of oxygen consumption.氧耗量的估计
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Statistical methods for assessing agreement between two methods of clinical measurement.评估两种临床测量方法之间一致性的统计方法。
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Measurement of gas exchange in intensive care: laboratory and clinical validation of a new device.重症监护中气体交换的测量:一种新设备的实验室及临床验证
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先天性心脏病患儿实测与预测的耗氧量对比

Measured versus predicted oxygen consumption in children with congenital heart disease.

作者信息

Laitinen P O, Räsänen J

机构信息

Department of Anaesthesiology, Hospital for Children and Adolescents, University of Helsinki, Finland.

出版信息

Heart. 1998 Dec;80(6):601-5. doi: 10.1136/hrt.80.6.601.

DOI:10.1136/hrt.80.6.601
PMID:10065031
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC1728880/
Abstract

OBJECTIVE

To compare measured and predicted oxygen consumption (VO2) in children with congenital heart disease.

DESIGN

Retrospective study.

SETTING

The cardiac catheterisation laboratory in a university hospital.

PATIENTS

125 children undergoing preoperative cardiac catheterisation.

INTERVENTIONS

VO2 was measured using indirect calorimetry; the predicted values were calculated from regression equations published by Lindahl, Wessel et al, and Lundell et al. Stepwise linear regression and analysis of variance were used to evaluate the influence of age, sex, weight, height, cardiac malformation, and heart failure on the bias and precision of predicted VO2. An artificial neural network was trained and used to produce an estimate of VO2 employing the same variables. The various estimates for VO2 were evaluated by calculating their bias and precision values.

RESULTS

Lindahl's equation produced the highest precision (+/- 42%) of the regression based estimates. The corresponding average bias of the predicted VO2 was 3% (range -66% to 43%). When VO2 was predicted according to regression equations by Wessel and Lundell, the bias and precision were 0% and +/- 44%, and -16% and +/- 51%, respectively. The neural network predicted VO2 from variables included in the regression equations with a bias of 6% and precision +/- 29%; addition of further variables failed to improve this estimate.

CONCLUSIONS

Both regression based and artificial intelligence based techniques were inaccurate for predicting preoperative VO2 in patients with congenital heart disease. Measurement of VO2 is necessary in the preoperative evaluation of these patients.

摘要

目的

比较先天性心脏病患儿测量的和预测的氧耗量(VO₂)。

设计

回顾性研究。

地点

大学医院的心导管实验室。

患者

125例接受术前心导管检查的儿童。

干预措施

采用间接量热法测量VO₂;预测值根据林达尔、韦塞尔等人以及伦德尔等人发表的回归方程计算得出。采用逐步线性回归和方差分析来评估年龄、性别、体重、身高、心脏畸形和心力衰竭对预测VO₂的偏差和精密度的影响。训练一个人工神经网络并使用相同变量来估计VO₂。通过计算VO₂的偏差和精密度值来评估各种估计值。

结果

林达尔方程在基于回归的估计中产生了最高的精密度(±42%)。预测VO₂的相应平均偏差为3%(范围为-66%至43%)。根据韦塞尔和伦德尔的回归方程预测VO₂时,偏差和精密度分别为0%和±44%,以及-16%和±51%。神经网络根据回归方程中包含的变量预测VO₂,偏差为6%,精密度为±29%;添加更多变量未能改善这一估计。

结论

基于回归和基于人工智能的技术在预测先天性心脏病患者术前VO₂方面均不准确。对这些患者进行术前评估时,测量VO₂是必要的。