A drift diffusion model analysis of age-related impact on multisensory decision-making processes
Joshua Bolam1,2, Jessica A Diaz3,4, Mark Andrews5
1School of Biomedical Sciences, University of Leeds, West Yorkshire, LS2 9JT, UK. bolamj@tcd.ie.
Scientific Reports
|June 28, 2024
Summary
Older adults show slower decision-making but gain greater multisensory benefits, especially in speed. This suggests age-related improvements in how the brain integrates sensory information for faster choices.
Area of Science:
- Cognitive Neuroscience
- Human Aging Research
- Sensory Integration
Background:
- Older adults (OAs) often exhibit slower and less accurate perceptual decision-making compared to younger adults.
- Despite these deficits, OAs demonstrate significant benefits from integrating information across multiple senses (multisensory integration).
- The underlying cognitive mechanisms driving these contrasting age-related effects in perception and multisensory processing remain poorly understood.
Purpose of the Study:
- To investigate age-related differences in perceptual decision-making across visual, auditory, and audiovisual conditions.
- To explore how multisensory integration influences decision-making speed and accuracy in older adults.
- To elucidate the latent cognitive processes involved in age-related multisensory decision formation using computational modeling.
Main Methods:
- Conducted an online object categorization task with 212 participants aged 18-90 years.
- Assessed reaction times (RTs) and choice accuracy across unimodal (visual, auditory) and bimodal (audiovisual) sensory conditions.
- Applied Hierarchical Drift Diffusion Modelling (HDDM) to analyze age-related effects on evidence accumulation and response caution.
Main Results:
- Older adults were generally slower and less accurate across all sensory conditions.
- Older adults showed larger reaction time reductions in audiovisual versus visual conditions, indicating enhanced multisensory benefits for decision speed.
- HDDM revealed slower evidence accumulation in older adults, with increased response caution on difficult audiovisual trials.
- Crucially, multisensory benefits in evidence accumulation increased with age for easier trials, but not for harder trials where caution dominated.
Conclusions:
- Age-related declines in perceptual speed are partially offset by enhanced multisensory integration benefits, particularly in decision speed.
- Multisensory integration aids decision-making in older adults by increasing the efficiency of evidence accumulation, especially for less demanding tasks.
- These findings reconcile apparent discrepancies in aging research by highlighting age-related improvements in the cognitive mechanisms underlying multisensory decision formation.
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