Prediction of pregnancy outcomes in women with systemic lupus erythematosus before pregnancy: Application of machine learning models.

ABSTRACT:

Introduction

Fetal loss is possible during pregnancy in women with systemic lupus erythematosus (SLE). Predicting pregnancy outcomes for women with SLE can be an effective aid in providing consultation and treatment services. Therefore, this study aimed to develop a machine-learning model that could predict pregnancy outcomes before pregnancy in women with SLE.

Methods

The data of all pregnant women referred to the rheumatology center of Shariati Hospital and a specialized rheumatology clinic since 1980 were retrospectively collected from their medical records. Data collection was done by gathering 26 variables that affect pregnancy outcomes. Then, we used standard algorithms to select important features that affect pregnancy outcomes before pregnancy (11 different feature s

SUBMITTER: Paydar K 

PROVIDER: S-EPMC11876896 | biostudies-literature | 2025 Feb

REPOSITORIES: biostudies-literature