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Updated: Mar 22, 2026

Holistic Facial Composite Creation and Subsequent Video Line-up Eyewitness Identification Paradigm
Published on: December 24, 2015
Emotion recognition training using composite faces generalises across identities but not all emotions
Michael N Dalili1,2, Lawrence Schofield-Toloza2, Marcus R Munafò1,2,3
1a MRC Integrative Epidemiology Unit (IEU) , University of Bristol , Bristol , UK.
Cognitive bias modification (CBM) using composite faces shows training effects generalize across identities but only partially across emotions. This suggests CBM effects may extend beyond specific stimuli but remain emotion-specific.
Area of Science:
- Psychology
- Cognitive Science
- Neuroscience
Background:
- Cognitive bias modification (CBM) frequently employs facial emotion stimuli.
- Composite stimuli in CBM may lead to identity- or emotion-specific effects, limiting generalizability.
Purpose of the Study:
- To investigate the generalizability of CBM effects using composite faces across identities and emotions.
- To determine if CBM training with composite faces transfers to novel stimuli.
Main Methods:
- Two experiments with healthy adults randomized into four training conditions.
- Conditions included stimulus-congruent and incongruent training (opposite sex or different emotion faces).
Main Results:
- Training effects generalized across different identities.
- Generalization across emotions was partial, indicating emotion-specific effects.
- CBM effects extended beyond the specific stimuli used during training.
Conclusions:
- CBM effects using composite faces can generalize across identities.
- Generalization across emotions is limited, suggesting emotion-specific CBM mechanisms.
- Findings highlight the importance of stimulus selection in CBM for broader applicability.
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