Evidence map›Paper›PMID 41693985›Full record

ArticleFrontiers in psychology2026

Developing critical thinking through scaffolded peer feedback: an action research on heuristic design.

Xin Chen

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

1 author.

Xin ChenCollege of Education, Qufu Normal University, Rizhao, Shandong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Although peer assessment has been shown to promote critical thinking, its effectiveness depends heavily on structured guidance. This study aimed to design and validate a heuristic scaffolding framework embedded throughout the entire peer assessment process. Methods: Adopting an action research approach, the study conducted two iterative rounds of teaching practice. Textual data generated from peer assessments in both rounds were collected and analyzed using epistemic network analysis to quantitatively examine the co-occurrence relationships and structural connections among core elements of critical thinking, thereby evaluating the intervention effect of the scaffolding on students' critical thinking. Results: The findings indicate that the heuristic scaffolding effectively activated various elements of learners' critical thinking and facilitated the development of an interconnected cognitive network. While the initial scaffolding prompted the application of macro-level skills, a tendency toward "emphasizing evaluation over interpretation and reasoning" was observed. The optimized scaffolding, refined after the first round of intervention, significantly strengthened the cognitive chain from "evaluation to reasoning to self-regulation" and promoted the advancement of critical thinking to higher levels. Discussion: This study provides educators with a replicable scaffolding tool and a data-driven pathway for instructional improvement to design peer assessment activities that foster higher-order thinking.

Indexed as

action researchcritical thinkingepistemic network analysisheuristic scaffoldingpeer assessment

Identifiers

PMID41693985
PMCPMC12901361

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.