Evidence map›Paper›PMID 42741362›Full record

ArticleFrontiers in psychology2026

Toward a decent learning theory: a structural-psychological framework for understanding students' appraisals of learning.

Bowen Xue, Hong Luo

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

2 authors.

Bowen XueAffiliated Mental Health Center and Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Hong LuoAffiliated Mental Health Center and Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Research on learning has often focused on ability, motivation, self-regulation, and performance, but these approaches do not fully explain why students within the same educational system may appraise learning in markedly different ways. To address this gap, this article proposes Decent Learning Theory (DLT) to explain adolescents' perceived decent learning from a structural-psychological perspective. DLT draws on educational psychology, developmental psychology, the sociology of education, intersectionality theory, and the Psychology of Working Theory. It proposes that structural educational conditions and the relational school environment may contribute to perceived decent learning partly through three proximal psychological mechanisms: learning safety, learning belonging, and meaning in learning. Perceived decent learning is defined as students' overall appraisal of whether learning preserves dignity, operates through procedurally fair arrangements, and supports sustainable development. DLT further positions motivational internalization as a downstream mechanism through which perceived decent learning may contribute to behavioral, psychological, and developmental functioning, while allowing for residual direct associations. The theory provides a set of testable propositions and a framework for measurement development, longitudinal and multilevel research, educational practice, and policy.

Indexed as

decent learning theorydignity in learningmotivational internalizationperceived decent learningproximal psychological mechanismsstructural educational conditions

Identifiers

PMID42741362
PMCPMC13572686

What OpenQuestion holds

Textmetadata
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.