Visual Signifiers and User Error: Quantifying Miscalibration and Ambiguity in Modern Minimalist UI Toggle Designs

Osaruiyobo H. Giwa, Jean Y. Song, Sunjun Kim

Open source

DOI
10.1177/00187208261504219
Published
2026-11-06
Container
Human Factors: The Journal of the Human Factors and Ergonomics Society
Publisher
SAGE Publications
Open access
unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1177/00187208261504219,
  title = {Visual Signifiers and User Error: Quantifying Miscalibration and Ambiguity in Modern Minimalist UI Toggle Designs},
  author = {Osaruiyobo H. Giwa and Jean Y. Song and Sunjun Kim},
  year = {2026},
  journal = {Human Factors: The Journal of the Human Factors and Ergonomics Society},
  doi = {10.1177/00187208261504219},
  url = {https://doi.org/10.1177/00187208261504219}
}

RIS

TY  - JOUR
TI  - Visual Signifiers and User Error: Quantifying Miscalibration and Ambiguity in Modern Minimalist UI Toggle Designs
AU  - Osaruiyobo H. Giwa
AU  - Jean Y. Song
AU  - Sunjun Kim
PY  - 2026
JO  - Human Factors: The Journal of the Human Factors and Ergonomics Society
DO  - 10.1177/00187208261504219
UR  - https://doi.org/10.1177/00187208261504219
ER  - 

APA

Giwa, O. H., Song, J. Y., & Kim, S. (2026). Visual Signifiers and User Error: Quantifying Miscalibration and Ambiguity in Modern Minimalist UI Toggle Designs. Human Factors: The Journal of the Human Factors and Ergonomics Society. https://doi.org/10.1177/00187208261504219

Source records