 The study found that high self-directed learning ability and self-efficacy are associated with lower levels of academic burnout among junior nursing college students. Additionally, the study showed that self-directed learning ability does not mediate the relationship between self-efficacy and academic burnout. This article was authored by Xihan Chen, Yuan Yuan Ma, Qinghui Feng, and others.