SynthesisFrontiers in psychology2025
Learner emotions in AI-assisted English as a second/foreign language learning: a systematic review of empirical studies.
Synthesis in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The positive psychology of AI: a systematic review of generative AI's impact on EFL learners' motivation, anxiety, and well-being in higher education.Frontiers in psychology · 2026Pooled it
- Review
- Enhancing creative writing through AI-powered co-creation with cognitive and emotional outcomes.Scientific reports · 2026Article
- AI-mediated writing and durable learning: a psychological theory of calibration, bypassing and uptake.Frontiers in psychology · 2026Article
- Rethinking foreign language boredom in AI-assisted learning: the hidden roles of growth mindset, AI literacy, and AI self-efficacy.Frontiers in psychology · 2026Article
- When AI becomes a language partner: a moderated serial mediation model of AIGC-supported communicative task engagement and learning enjoyment.Frontiers in psychology · 2026Article
- Artificial intelligence-assisted speaking in Spanish as a foreign language: effects on foreign language emotions and willingness to communicate.Frontiers in psychology · 2026Article
- ChatGPT use and learner autonomy among EFL university students: the mediating role of English speaking anxiety.Frontiers in psychology · 2026Article
- Between support and substitution: the impact of artificial intelligence use on anxiety and learning performance among Spanish majors in China.Frontiers in psychology · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: The use of generative AI tools in language learning has attracted increasing academic attention. However, previous reviews rarely focus on learner emotions in AI-assisted English as a Second/Foreign Language (ESL/EFL) learning, a crucial aspect for second language (L2) development. The present study addresses this gap by examining 37 relevant empirical studies, including four pieces of grey literature, focusing on the characteristics of recent research on learner emotions in AI-assisted ESL/EFL learning, the emotional variables, and the influence of AI tools on students' emotions. Methods: The researchers conducted a database search in Scopus, Web of Science, OpenGrey, and Google Scholar for relevant articles, following the PRISMA statement. Finally, 37 journal articles were selected in this study. Results: A review of findings indicates that AI tools have been widely utilized in more than 10 non-English-speaking countries, encompassing various English language skills, which suggests that AI-assisted ESL/EFL learning has gained popularity in L2 learning. Both positive and negative emotions were researched, including enjoyment, anxiety, boredom, interest, and shyness, as well as the relevant emotion regulation. Additionally, AI-driven assessment is a rapidly growing research trend. AI-assisted ESL/EFL learning can trigger students' positive emotions and improve their English skills. Discussion: The results of this study provide a deeper understanding of the application of AI tools in ESL/EFL learning and their impact on the emotions of L2 learners in recent years. It will be useful for educators and researchers seeking to understand and evaluate AI-assisted ESL/EFL learning, as well as learners interested in using AI tools.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.