Evidence map›Paper›PMID 42293887›Full record

ArticleFrontiers in psychology2026

How teachers' dominant interpersonal behavior shapes student emotions in mathematics classrooms: a multimodal voice analysis and critical incident study.

Wei Lin, Xintong Lai, Hongbiao Yin, Sihan Wang

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.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

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

4 authors.

Wei LinTeacher Education Department, Guangdong University of Education, Guangzhou, China.
Xintong LaiSchool of Education, South China Normal University, Guangzhou, China.
Hongbiao YinDepartment of Curriculum and Instruction, Faculty of Education, The Chinese University of Hong Kong, Sha Tin, Hong Kong SAR, China.
Sihan WangInstitute of Education, University College London, London, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Teacher's interpersonal behavior plays an active role in guiding students to mathematical learning. This exploratory study aim to investigate the complex relationship between teachers' dominant interpersonal behavior and students' achievement emotions in Chinese secondary mathematics classrooms. Methods: Moving beyond traditional self-reports, this study introduces a novel methodological framework that integrates the Critical Incident Technique (CIT) with multi-modal voice analysis. Results: Through in-depth interviews and acoustic analysis of classroom interactions involving 16 secondary students from four distinct school types in China, the findings reveal that students hold ambivalent emotional responses toward teachers' dominant interpersonal behavior. Discussion: When the instructional structure inherent in teachers' dominant behavior was conveyed through a supportive vocal tone, characterized by moderate pitch, melodic variation, and fluent pacing, students perceived it as valuable pedagogical guidance, which they associated with enjoyment and pride. In contrast, when the interpersonal dominance was expressed through an authoritarian vocal tone, marked by high, sharp pitch, rushed speech, and vocal tension, students perceived it as restrictive social control, which was associated with self-reports of shame and hopelessness. Conclusion: Grounded in control-value theory, these findings suggest that students' emotional reactions are not monolithic but are shaped by the acoustic delivery of dominance and their subsequent appraisals of control and value. This study extends control-value theory by identifying interpersonal style as a critical antecedent and validates the utility of multi-modal voice analysis as a powerful tool for capturing the nuanced socio-emotional fabric of classroom interactions, highlighting important implications for teachers' use of dominant interpersonal strategies in mathematics teaching.

Indexed as

Chinacritical incident techniquemathematics achievement emotionsmathematics teachingmultimodal voice analysisteacher interpersonal behavior

Identifiers

PMID42293887
PMCPMC13260434

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.