Development and external validation of a clinical prediction model for predicting quality of recovery up to 1 week after surgery

被引:0
|
作者
van Beek, Stefan [1 ]
Nieboer, Daan [2 ]
Klimek, Markus [1 ]
Stolker, Robert Jan [1 ]
Mijderwijk, Hendrik-Jan [3 ]
机构
[1] Erasmus MC, Dept Anaesthesiol, Dr Molewaterpl 40, NL-3015 GD Rotterdam, Netherlands
[2] Erasmus MC, Dept Publ Hlth, Rotterdam, Netherlands
[3] Heinrich Heine Univ, Med Fac, Dept Neurosurg, Dusseldorf, Germany
关键词
HOSPITAL ANXIETY; DEPRESSION SCALE; CALIBRATION;
D O I
10.1038/s41598-023-50518-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The Quality of Recovery Score-40 (QoR-40) has been increasingly used for assessing recovery after patients undergoing surgery. However, a prediction model estimating quality of recovery is lacking. The aim of the present study was to develop and externally validate a clinical prediction model that predicts quality of recovery up to one week after surgery. The modelling procedure consisted of two models of increasing complexity (basic and full model). To assess the internal validity of the developed model, bootstrapping (1000 times) was applied. At external validation, the model performance was evaluated according to measures for overall model performance (explained variance (R2)) and calibration (calibration plot and slope). The full model consisted of age, sex, previous surgery, BMI, ASA classification, duration of surgery, HADS and preoperative QoR-40 score. At model development, the R2 of the full model was 0.24. At external validation the R2 dropped as expected. The calibration analysis showed that the QoR-40 predictions provided by the developed prediction models are reliable. The presented models can be used as a starting point for future updating in prediction studies. When the predictive performance is improved it could be implemented clinically in the future.
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页数:9
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