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Perceptual Decision Parameters and Their Relation to Self-Reported Pain: A Drift Diffusion Account
Jonas Zaman1, Katja Wiech2, Johan W S Vlaeyen3
1Health Psychology, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium; Center for the Psychology of Learning and Experimental Psychopathology, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium.
Cognitive processes significantly influence pain perception. This study reveals that pain intensity ratings are predicted by decision-making bias and sensory processing speed, offering insights into psychological pain treatments.
Area of Science:
- Neuroscience
- Cognitive Psychology
- Pain Research
Background:
- Pain intensity perception is modulated by cognitive factors, but underlying mechanisms remain unclear.
- Expectations can alter how individuals experience pain, yet the precise neural and cognitive underpinnings are not fully understood.
Purpose of the Study:
- To investigate the cognitive mechanisms, specifically decision-making bias and sensory processing speed, that influence pain intensity ratings.
- To explore how induced pain-related expectations affect subjective pain perception in healthy volunteers.
Main Methods:
- A conditioning protocol was used to induce pain-related expectations by pairing movements with stimuli.
- Participants (N=37) categorized stimuli and rated perceived pain intensity.
- A Hierarchical Drift Diffusion model was applied to categorization data.
Main Results:
- An a priori decision-making bias towards expected sensations was observed (P < .001).
- Both the degree of decision-making bias (P = .004) and the speed of sensory processing (P < .001) were found to predict pain intensity ratings.
- Findings suggest pain report variations stem from either biased inferences or altered sensory processing.
Conclusions:
- Changes in reported pain intensity can be attributed to distinct cognitive mechanisms: decision-making bias or sensory processing speed.
- Identifying these latent mechanisms using computational models may enable the development of personalized psychological pain treatments.
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