Evidence map›Paper›PMID 42073878›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

GenAI-Supported Flipped Learning in Preservice Chemistry Teacher Education: Lesson-Design Performance, Learning Attitude, Self-Regulated Learning, and Critical Thinking Awareness.

Jun Zhang, Xinyue Deng, Tong Wu, Kai Wang

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 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.

Jun ZhangCollege of Teacher Education, Southwest University, Chongqing 400715, China.
Xinyue DengCollege of Teacher Education, Southwest University, Chongqing 400715, China.
Tong WuCenter for Teacher Education Research, Beijing Normal University, Beijing 100875, China.
Kai WangCenter for Teacher Education Research, Beijing Normal University, Beijing 100875, China.

Funding

National Education Planning General Project (China) BMA230241
6 · The paper itself

Abstract

This quasi-experimental study compared GenAI-supported flipped learning (AI-FL) with reading-based flipped learning (R-FL) in an 11-week preservice chemistry course. Two intact classes completed the same topics and identical in-class activities, differing only in pre-class preparation through guided GenAI-based interactive learning or assigned readings. The study examined lesson-design performance, learning attitude, self-regulated learning, and critical thinking awareness. After controlling for pretest scores, the reading-based flipped learning group showed stronger lesson-design performance, whereas the GenAI-supported group reported more positive learning attitudes. No significant group differences were observed for self-regulated learning or critical thinking awareness. These findings suggest that, in this course context, GenAI-supported pre-class learning may enhance learners' attitudes but does not necessarily improve rubric-aligned lesson-design performance compared with reading-based preparation.

Indexed as

critical thinking awarenessflipped learninggenerative artificial intelligencelearning attitudelesson-design performancepreservice chemistry teachersself-regulated learning

Identifiers

PMID42073878
PMCPMC13113749

What OpenQuestion holds

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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.