ArticleBehavior research methods2019
Cross-modal associations and synesthesia: Categorical perception and structure in vowel-color mappings in a large online sample.
Article in Behavior research methods, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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.
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.
Who cites it
14 citing papers in PubMed.
- SynesthesiaColorPicker: An open-source color picker for online synesthesia research.Behavior research methods · 2026Article
- Names with /i/ Suit Positive Faces: The Naming Paradigm.Journal of cognition · 2025Article
- A novel model of divergent predictive perception.Neuroscience of consciousness · 2024Article
- synr: An R package for handling synesthesia consistency test data.Behavior research methods · 2023Article
- Odors modulate color appearance.Frontiers in psychology · 2023Article
- Coloured hearing, colour music, colour organs, and the search for perceptually meaningful correspondences between colour and sound.i-Perception · 2022Article
- The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again.Entropy (Basel, Switzerland) · 2021Article
- Embodied Songs: Insights Into the Nature of Cross-Modal Meaning-Making Within Sign Language Informed, Embodied Interpretations of Vocal Music.Frontiers in psychology · 2021Article
- Multimodality and the origin of a novel communication system in face-to-face interaction.Royal Society open science · 2020Article
- The Relation Between Autistic Traits, the Degree of Synaesthesia, and Local/Global Visual Perception.Journal of autism and developmental disorders · 2020Article
- Investigating genetic links between grapheme-colour synaesthesia and neuropsychiatric traits.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2019Article
- Autistic traits in synaesthesia: atypical sensory sensitivity and enhanced perception of details.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2019Article
- Distinct colours in the 'synaesthetic colour palette'.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2019Article
- Crossmodal correspondences between basic tastes and visual design features: A narrative historical review.i-PerceptionArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We report associations between vowel sounds, graphemes, and colors collected online from over 1,000 Dutch speakers. We also provide open materials, including a Python implementation of the structure measure and code for a single-page web application to run simple cross-modal tasks. We also provide a full dataset of color-vowel associations from 1,164 participants, including over 200 synesthetes identified using consistency measures. Our analysis reveals salient patterns in the cross-modal associations and introduces a novel measure of isomorphism in cross-modal mappings. We found that, while the acoustic features of vowels significantly predict certain mappings (replicating prior work), both vowel phoneme category and grapheme category are even better predictors of color choice. Phoneme category is the best predictor of color choice overall, pointing to the importance of phonological representations in addition to acoustic cues. Generally, high/front vowels are lighter, more green, and more yellow than low/back vowels. Synesthetes respond more strongly on some dimensions, choosing lighter and more yellow colors for high and mid front vowels than do nonsynesthetes. We also present a novel measure of cross-modal mappings adapted from ecology, which uses a simulated distribution of mappings to measure the extent to which participants' actual mappings are structured isomorphically across modalities. Synesthetes have mappings that tend to be more structured than nonsynesthetes', and more consistent color choices across trials correlate with higher structure scores. Nevertheless, the large majority (~ 70%) of participants produce structured mappings, indicating that the capacity to make isomorphically structured mappings across distinct modalities is shared to a large extent, even if the exact nature of the mappings varies across individuals. Overall, this novel structure measure suggests a distribution of structured cross-modal association in the population, with synesthetes at one extreme and participants with unstructured associations at the other.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.