Evidence map›Paper›PMID 40989225›Full record

ArticleJournal of eye movement research2025

Entropy as a Lens: Exploring Visual Behavior Patterns in Architects.

Renate Delucchi Danhier, Barbara Mertins, Holger Mertins, Gerold Schneider

Abstract read
In one paragraph

Article in Journal of eye movement research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Renate Delucchi DanhierPsycholinguistics Laboratories, TU Dortmund University, 44227 Dortmund, Germany; barbara.mertins@tu-dortmund.de.ORCID https://orcid.org/0000-0002-8247-815X
Barbara MertinsPsycholinguistics Laboratories, TU Dortmund University, 44227 Dortmund, Germany; barbara.mertins@tu-dortmund.de.ORCID https://orcid.org/0000-0002-0271-0431
Holger MertinsKRESINGS Architektur Münster GmbH, 48155 Münster, Germany; holger.mertins@web.de.
Gerold SchneiderDepartment of Computational Linguistics, University of Zurich, 8006 Zürich, Switzerland; gerold.schneider@es.uzh.ch.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examines how architectural expertise shapes visual perception, extending the "Seeing for Speaking" hypothesis into a non-linguistic domain. Specifically, it investigates whether architectural training influences unconscious visual processing of architectural content. Using eye-tracking, 48 architects and 48 laypeople freely viewed 15 still images of built, mixed, and natural environments. Visual behavior was analyzed using Shannon's entropy scores based on dwell times within 16 × 16 grids during the first six seconds of viewing. Results revealed distinct visual attention patterns between groups. Architects showed lower entropy, indicating more focused and systematic gaze behavior, and their attention was consistently drawn to built structures. In contrast, laypeople exhibited more variable and less organized scanning patterns, with greater individual differences. Moreover, architects demonstrated higher intra-group similarity in their gaze behavior, suggesting a shared attentional schema shaped by professional training. These findings highlight that domain-specific expertise deeply influences perceptual processing, resulting in systematic and efficient attention allocation. Entropy-based metrics proved effective in capturing these differences, offering a robust tool for quantifying expert vs. non-expert visual strategies in architectural cognition. The visual patterns exhibited by architects are interpreted to reflect a "Grammar of Space", i.e., a structured way of visually parsing spatial elements.

Indexed as

architectureentropyexpertseye-trackingvisual

Identifiers

PMID40989225
PMCPMC12452542

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.