Evidence map›Paper›PMID 42819309›Full record

ReviewFrontiers in psychology2026

The convergence paradox: a constructivist account of perceived template convergence and originative agency under generative artificial intelligence.

Qi Cao, Ziran Zhou, Lin Wang, Yutong Liu, Yifan Li

Abstract readReview
In one paragraph

Review 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

5 authors.

Qi Cao *Department of East Asian Studies, Graduate School of International Studies, Hanyang University, Seoul, Republic of Korea.
Ziran Zhou *Department of Mathematics, Faculty of Science, National University of Singapore, Singapore.
Lin WangSchool of Humanities, Arts and Education, Shandong Xiehe University, Jinan, China.
Yutong LiuCollege of Performing Arts and Sport, Hanyang University, Seoul, Republic of Korea.
Yifan LiCollege of Performing Arts and Sport, Hanyang University, Seoul, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Generative artificial intelligence (AI) has raised a widely shared concern that human cognitive and creative output is drifting toward common templates. The terms used to describe this drift, including algorithmic monoculture, outcome homogenization, and the loss of collective diversity, all characterize systems, populations, or model outputs. Psychology has not supplied a matching construct at the level of the individual, that is, a way to describe how a person perceives such convergence and how that perception reshapes agency. This article introduces and analyzes perceived template convergence (PTC), defined as a person's appraisal that the construals available to her through generative AI are collapsing toward a shared template. Working from personal construct theory, the agentic strand of social cognitive theory, and research on meaningful work, the analysis argues that PTC is psychologically two-sided. The appraisal that raises a person's confidence in producing competent output through AI can also weaken her sense of authorship and meaning, steering effort toward imitative production and away from the more demanding work of origination. We call this structure the convergence paradox, set it out as a propositional model with two mediators and two boundary conditions, distinguish PTC from neighboring constructs, and propose a measurement agenda. The contribution recasts algorithmic homogenization as a question about human construing rather than about outputs.

Indexed as

algorithmic homogenizationcreativitygenerative artificial intelligencehuman agencymeaningful workperceived template convergencepersonal construct theoryproxy agency

Identifiers

PMID42819309
PMCPMC13623858

What OpenQuestion holds

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Registered trials

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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.