Machine learning algorithms to identify cluster randomized trials from MEDLINE and EMBASE.

Ahmed A Al-JaishiMonica TaljaardMelissa D Al-JaishiSheikh S AbdullahLehana ThabaneP J DevereauxStephanie N DixonAmit X Garg

Published in: Systematic reviews (2022)

We successfully developed high-performance algorithms that identified whether a citation was a CRT report with high sensitivity and moderately high specificity. We provide open-source software to facilitate the use of our algorithms in practice.

Keyphrases

machine learning
artificial intelligence
deep learning
big data
primary care
healthcare
quality improvement
heart failure
data analysis
left ventricular