# Development of an automated transformer-based text analysis framework for monitoring fire door defects in buildings

> Research article (Scientific Reports, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4417360183](https://www.wikidata.org/wiki/openalex:W4417360183)  
**Source**: https://4ort.xyz/entity/development-of-an-automated-transformer-based-text-analysis-framework-for-monitoring-fire-door-defects-in-buildings