It is mentioned that this deep learning model was trained using a data set that has 75542 health data records. I'm researching on a similar project and would like to know whether I could access the data set.
Maybe you can use the Term-Preterm EHG Database (TPEHGDB) ?
https://physionet.org/content/tpehgdb/1.0.1/
It might be related
http://archive.ics.uci.edu/ml/datasets/Caesarian+Section+Classification+Dataset
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