Evidence map›Paper›PMID 42369315›Full record

ArticleFrontiers in psychology2026

L2 students' academic emotions in teacher feedback and GAI-generated feedback on argumentative writing.

Lian Wang, Mei An

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Lian WangSchool of Foreign Languages, Guizhou University of Finance and Economics, Guiyang, Guizhou, China.
Mei AnSchool of Foreign Languages, Guizhou University of Finance and Economics, Guiyang, Guizhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

With the rise of generative artificial intelligence (GAI) in the field of second (foreign) language writing, GAI-generated feedback has garnered increasing scholarly attention. While previous research has compared the efficacy of GAI and teacher feedback, the academic emotions elicited by GAI during the revision process remain under-explored. To fill this lacuna, this study employed a mixed-methods research design to investigate the emotional experiences and corresponding regulation strategies of L2 students in both teacher and GAI-generated feedback contexts. Eighty-six Chinese master's students participated in the study, with qualitative data gathered from written retrospective reflections, essays with teacher feedback, screenshots documenting the GAI-assisted revision process, and semi-structured interviews. The results revealed that students experienced higher levels of positive emotions in teacher-feedback contexts, whereas GAI-generated feedback was associated with more negative emotions. Furthermore, the findings identified distinct occurrences, types, and developmental trajectories of emotions across the two feedback conditions. This study offers important pedagogical implications, encouraging teachers to adopt hybrid feedback strategies and suggesting ways to help students manage negative emotions by fostering a growth mindset and enhancing feedback literacy.

Indexed as

academic emotionsargumentative writingemotion-regulation strategiesGAI-generated feedbackteacher feedback

Identifiers

PMID42369315
PMCPMC13293923

What OpenQuestion holds

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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.