# Validation of expert system enhanced deep learning algorithm for automated screening for COVID-Pneumonia on chest X-rays

> Research article (Scientific Reports, 2021) · cited 15× · AI/ML

**Wikidata**: [openalex:W3216851350](https://www.wikidata.org/wiki/openalex:W3216851350)  
**Source**: https://4ort.xyz/entity/validation-of-expert-system-enhanced-deep-learning-algorithm-for-automated-screening-for-covid-pneumonia-on-chest-x-rays