Associations of dietary patterns with serum 25(OH) vitamin D and serum anemia related biomarkers among expectant mothers: A machine learning based approach.

Journal: International journal of medical informatics
PMID:

Abstract

BACKGROUND: Machine learning algorithms (MLA) gained prominence in nutritional epidemiology for analyzing dietary associations and uncovering intricate patterns within data. We explored dietary patterns associated with serum iron biomarkers and vitamin D among pregnant women, utilizing MLA to perform predictive analyses.

Authors

  • Arpita Das
    School of Nutrition and Health Sciences, Taipei Medical University, Taipei, Taiwan.
  • Chyi-Huey Bai
    Department of Public Health, School of Medicine, Taipei Medical University, Taipei, Taiwan; School of Public Health, Taipei Medical University, Taipei, Taiwan; Nutrition Research Center, Taipei Medical University Hospital, Taipei, Taiwan.
  • Jung-Su Chang
    School of Nutrition and Health Sciences, College of Nutrition, Taipei Medical University, Taipei 110, Taiwan; Graduate Institute of Metabolism and Obesity Sciences, College of Nutrition, Taipei Medical University, Taipei 110, Taiwan.
  • Ya-Li Huang
    Department of Public Health, School of Medicine, Taipei Medical University, Taipei, Taiwan; School of Public Health, Taipei Medical University, Taipei, Taiwan.
  • Fan-Fen Wang
    Department of Internal Medicine, Yangming Branch, Taipei City Hospital, Taipei, Taiwan.
  • Chien-Yeh Hsu
    Department of Information Management, National Taipei University of Nursing and Health Science, Taiwan; Master Program in Global Health and Development, Taipei Medical University, Taipei, Taiwan. Electronic address: cyhsu@ntunhs.edu.tw.
  • Yi-Chun Chen
    Department of Neurology, Chang Gung Memorial Hospital Linkou Medical Center and College of Medicine, Chang-Gung University.
  • Jane C-J Chao
    School of Nutrition and Health Sciences, Taipei Medical University, Taipei, Taiwan; Nutrition Research Center, Taipei Medical University Hospital, Taipei, Taiwan; TMU Research Center for Digestive Medicine, Taipei Medical University, Taipei, Taiwan; Master Program in Global Health and Health Security, Taipei Medical University, Taipei, Taiwan. Electronic address: chenjui@tmu.edu.tw.