From Rules to Learning: Deep Learning–Based CTG Waveform Analysis Outperforms ACOG Category III in Predicting Risk of Perinatal Depression

Vivek V. Shukla, University of Alabama at Birmingham, Birmingham, AL, United States; Avinash Singh, Children's of Alabama, Birmingham, AL, United States; Manasa Kalidindi, University of Alabama School of Medicine, Birmingham, AL, United States; yumo Xue, UAB, Birmingham, AL, United States; Kevin S. Shrestha, University of Alabama School of Medicine, Birmingham, AL, United States; Victoria C. Jauk, University of Alabama School of Medicine, Birmingham, AL, United States; Dhong-Jin Kim, University of Alabama School of Medicine, Birmingham, AL, United States; Lynda Ugwu, University of Alabama at Birmingham School of Medicine, Birmingham, AL, United States; Alan Tita, University of Alabama at Birmingham, Birmingham, AL, United States; Waldemar Carlo, University of Alabama, Birmingham, AL, United States; Namasivayam Ambalavanan, University of Alabama School of Medicine, Birmingham, AL, United States; Arie Nakhmani, University of Alabama at Birmingham, Birmingham, AL, United States; Akila Subramaniam, University of Alabama School of Medicine, Birmingham, AL, United States