# Gender perception of pareidolia faces in emergency department patients: the influence of physician gender

**Authors:** Melih Çamcı, Gülsüm Akdeniz, Harun Demirci, Esra Demir Ünal, Nilgün Altuntaş

PMC · DOI: 10.3389/fnhum.2025.1628840 · Frontiers in Human Neuroscience · 2025-12-19

## TL;DR

This study shows that emergency patients tend to see male faces in ambiguous images, especially after being treated by a female doctor.

## Contribution

It introduces a digital pareidolia assessment to explore gender perception biases in emergency medical settings.

## Key findings

- Patients were more likely to identify pareidolia faces as male after being examined by a female physician.
- Male patients had slightly longer reaction times when responding to pareidolia images compared to females.

## Abstract

The assessment of gender perception influenced by ambiguous facial cues in patients requiring emergency medical attention remains ambiguous. Pareidolia faces represent unconscious errors in facial recognition, wherein a wide array of visual attributes contribute to the interpretation of facial features. This study aims to explore the mechanisms underlying gender perception in individuals undergoing emergency medical treatment, employing an innovative digital pareidolia assessment to evaluate gender perception within the context of face pareidolia.

Fifty adult patients treated by a female physician in the green triage zone participated in the study. Target images consisted of face pareidolia images, while non-target images were scrambled. All images were standardized for size, tone, and light intensity. Patients instructed the pareidolia images and were asked if they discerned a face; if they answered ‘No,’ the next image was shown. If they saw a face, they identified the associated gender. Their responses and reaction times were systematically recorded digitally.

Our findings revealed that, regardless of wait times, patients were significantly more likely to identify pareidolia faces as male rather than female, especially after being examined by a female physician. Additionally, male patients exhibited slightly longer reaction times than females when responding to pareidolia images.

The outcomes of this investigation provide critical insights into the influence of pareidolia on gender perception of faces in the emergency department setting. It underscores the notion that gender biases, which arise from both biological and sociocultural factors, can affect the dynamics of patient-physician interactions.

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12757344/full.md

## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12757344/full.md

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Source: https://tomesphere.com/paper/PMC12757344