lecture 1: RCT overview Flashcards
Fundamental question in RCT
How do we know if a treatment works or not (or is even harmful)?
What do you need/ acknowledge to answer whether treatment works?
- comparison (Spontaneous improvements?)
- regression to the mean: start treatment at the worst moment
- might be a selective group of patients
Essence of a RCT
compare 2 groups and distribute people at random
Advantages of RCT
controls for confounding, factors that we know and measure, but also the ones that we don’t know about or don’t measure
confounding
there is an association between A and B but this can be explained by a third variable (e.g. psychological treatment and symptoms –> e.g. time, therapeutic alliance…)
What types of questions does a RCT answer?
- effectiveness of something (NOT e.g. mechanism of change)
- -> cornerstone of Evidence Based Medicine
Types of RCTs
- Explanatory (or efficacy) vs. pragmatic (or effectiveness)
- Superiority vs. non-inferiority
- Individual vs. cluster
Explanatory trial
=efficacy trial
- high internal validity
- conditions are as controlled as possible (laboratory)
- group as homogeneous as possible, adhere to treatment, the very best therapist
- usually if we don’t know much about the treatment yet (to see if it has any effect at all)
Pragmatic trial
=effectiveness trial
- high external validity
- conditions are as similar to real world as possible
- heterogeneous group, e.g. with comorbidities, drop-out, average therapists
Which one should I choose? Explanatory vs. pragmatic
depends on the rq!
but in psychotherapy it is not possible to create laboratory conditions, but also not completely routine practice (Because not every single person wants to take part..), you lean more towards one or the other though; you do a mixture
superiority trial
treatment X is better than Y
non-inferiority trial
treatment X is not worse than treatment Y (if there are other benefits, e.g. costs, more acceptable, shorter…)
equivalence trial
treatment x is not better but also not worse than treatment Y
individual vs. cluster
does not depend on rq, but on the level of randomization (usually you randomize individuals)
Cluster
randomization on a higher order level, such as therapist or research center (i.e. cluster)
reasons:
- providers wants this (center only offer 1 treatment), pragmatic argument, not very good
- not possible to randomize individually (e.g. classroom interventions)
- rarely: high risk of contamination (e.g. only one therapist works at a clinic and only offers one therapy)