# Categorization of Frequent Errors in Solution Codes Created by Novice Programmers

> Research article (SHS Web of Conferences, 2021) · cited 12× · AI/ML

**Wikidata**: [openalex:W3158608474](https://www.wikidata.org/wiki/openalex:W3158608474)  
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