22 June 2026 : Clinical Research
Development and Validation of Machine-Learning-Based Prediction Models for Thyroid Diseases During Pregnancy
Guang Yang BCDEF 1, Yi Gao BCEF 1, Pengfei Liu BC 1, Jingwen Jiang BC 1, Hui Qiao ADEG 1*, Weixuan Sheng
ACDE 1
DOI: 10.12659/MSM.953235
Med Sci Monit 2026; 32:e953235
Figure 1 Flowchart of patient selection, data segmentation, and model developmentThe flowchart illustrates the processes of data segmentation, feature selection, model development and interpretation, external validation, and visualization. Abbreviations: Bayes, Bayesian approach; CART, classification and regression tree; KNN, k-nearest neighbors; LR, logistic regression; NNET, neural network; RF, random forest; SVM, support vector machine; XGBoost, extreme gradient boosting.