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Psychology› Experimental and Cognitive Psychology› Emotion and Mood Recognition

Affective science and digital phenotyping — Smiling intensity in daily self-recorded selfie videos

Submitted 2026-10-22

Field: Psychology › Experimental and Cognitive PsychologyType: No effect foundArea: affective science and digital phenotypingTarget: Smiling intensity in daily self-recorded selfie videosStage: pilot

Hypothesis

Following the view that facial expressions are universal reflections of inner states, smiling in daily selfie videos would be inversely related to self-reported psychological distress.

What failed

In 24 undergraduates who recorded a two-minute video each evening for 14 days and completed the DASS, PSS and PSQI at the end of each week, smiling intensity correlated positively with individual differences in anxiety, depression and stress, the opposite of the prediction.

Broken assumption

A smile recorded on camera indexes how the person actually feels.

Why

The authors read the counterintuitive direction as a challenge to the assumption that facial expression necessarily reflects inner emotion, and present the result as preliminary given the small sample.

From the published paper: Lind et al. Journal of Trial and Error, 2024. ↗CC BY

Research ideas from this failure

Unvetted lead — read the papers

New hypotheses this failure suggests, each with a crucial experiment, a rival explanation of the original result, and the papers it rests on. Written by AI from paper titles and abstracts found on OpenAlex (and Europe PMC, for life and health sciences).

Related failures

Nothing else logged looks close to this one yet.

Links in published research

Where this experiment's genes are known to matter outside its own research area, and the papers behind those links. Sources: Open Targets Platform and Europe PMC.