fMRI experimental design L2.1 Flashcards
What are the three main types of experimental designs in fMRI?
- Categorical
- Factorial
- Parametric.
What are the three main ways to arrange stimuli in fMRI experiments?
1.Block design
2. Event-related design
3. Mixed design.
When designing an fMRI experiment, what are important considerations?
- test specific hypotheses
- manipulate experience/behaviour to get best detectable neural changes
-tolerable by participants
what factors can be manipulated in a fMRI experiment?
- Stimulus type (e.g., audio/visual),
- stimulus timing (block or event-related)
- participant instructions (implicit vs. explicit tasks).
What is a Categorical design in fMRI experiments?
It is based on cognitive subtraction and seeks differences between distinct cognitive states.
What is the main concept behind Factorial design in fMRI?
manipulates more than one factor at the same time and looks at interactions between these factors
what is parametric design in fMRI?
explores systematic changes in brain response based on varying task performance ( e.g reaction times and difficulty levels)
what is a Block design in fMRI?
repeating experimental conditions within a block and changing with control/baseline blocks
advantages and disadvantages of block design in fMRI
advantages:
1. simple to design and analyse
2. statistically powerful
3. flexible for parametric and factorial designs
disadvantages:
1. can be predictable leading to habituation and reduced response as it might not allow extraction to responses to specific stimuli
what is event-related design in fMRI?
each stimulus is a separate epoch (event) to its possible to analyse brain activity to specific events
- mimics format of behaviour study better than blocks
- allows for more complex/less predictable experiments but in turn more complex to design/analyse
Advantages and disadvantages of event-related design in fMRI
advantages:
- mimics behavioural studies
- allows post-hoc sorting of responses (correct vs incorrect)
- flexibility: allows for more complex and varied experiments
disadvantages:
- needs more complex design so can’t do simple experiments
-less statistical power unless there’s lots of well separated events ( but this is long)
what is a mixed design in fMRI?
combination of block and event-related designs,giving flexibility and sustained activity while getting results
what are the challenges with mixed design in fMRI?
while its possible to separate short term and long term events doing it is very hard
what is cognitive subtraction in the context of categorical design?3
is the subtraction of brain activity during the rest or control condition form the brain activity during task
- AKA comparing the ‘task’ vs ‘rest’
how does factorial design explore interactions between factors?
examines the effect of one factor (e.g motion) on the response to another factor like attention, through main effects and interaction terms