Evaluation of a prototype machine learning tool to semi-automate data extraction for systematic literature reviews.

Antonia PanayiKatherine WardAmir Benhadji-SchaffA Santiago Ibanez-Lopez Andrew XiaRegina Barzilay

Published in: Systematic reviews (2023)

The performance of BERT is enhanced by pretraining with biomedical literature and by combining with a CRF model. With refinement, machine learning may assist with manual data extraction for SLRs.

Keyphrases

machine learning
big data
systematic review
electronic health record
artificial intelligence
deep learning
meta analyses