Comparison of Multivariable Logistic Regression and Other Machine Learning Algorithms for Prognostic Prediction Studies in Pregnancy Care: Systematic Review and Meta-Analysis

Herdiantri Sufriyana   ^{1, 2} , MSc, MD ;   Atina Husnayain   ^{1, 3} , MPH ;   Ya-Lin Chen   ^{1, 4} , PharmD ;   Chao-Yang Kuo   ¹ , MSc ;   Onkar Singh   ^{5, 6} , MSc ;   Tso-Yang Yeh   ⁷ ;   Yu-Wei Wu   ^{1, 8} , PhD ;   Emily Chia-Yu Su   ^{1, 8} , PhD

¹ Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan

² Department of Medical Physiology, College of Medicine, University of Nahdlatul Ulama Surabaya, Surabaya, Indonesia

³ Department of Biostatistics, Epidemiology, and Population Health, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia

⁴ School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan

⁵ Bioinformatics Program, Taiwan International Graduate Program, Institute of Information Science, Academia Sinica, Taipei, Taiwan

⁶ Institute of Biomedical Informatics, National Yang-Ming University, Taipei, Taiwan

⁷ School of Dentistry, College of Oral Medicine, Taipei Medical University, Taipei, Taiwan

⁸ Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei, Taiwan