# The impact of chatbots using concept maps on correction outcomes–a case study of programming courses

> Research article (Education and Information Technologies, 2022) · cited 12× · AI/ML

**Wikidata**: [openalex:W4312131357](https://www.wikidata.org/wiki/openalex:W4312131357)  
**Source**: https://4ort.xyz/entity/the-impact-of-chatbots-using-concept-maps-on-correction-outcomesa-case-study-of-programming-courses