Bias Flashcards
What four biases do you need to be aware of
selection bias
Performance bias
Observer
Attrition
What is selection bias
when the sample pop is unrepresentative of the target population
- how are the patients being recruited? volunteer bias, channeling bias
- what are baseline characteristics?
and when the two groups are significantly different
- randomisation? stratification?
- allocation concealment
What is allocation concealment
when the person recruiting patients does not know what the next allocation will be
So they cannot unconsciously select people, removing selection bias
How can allocation concealment be done
via central ranomdisation (computer based) or opaque sealed envelope
what is allocation bias?
Type of selection bias - when investigators know or predict the intervention the next person will get, and may influence how investigators approach that partipant or what allocation he willl get
What is performance bias?
differences that occur due to knowledge of intervention allocation, in either participant or researcher
What are ways to reduce performance bias
Blinding (triple blind: participant, investigator, data analyst)
What is observation bias
When the way that data is collected or analysed is influenced by the expectations of assessors
OR
differences in measurements between centres
How do you reduce observation bias
Pre-specify primary and secondary outcomes
Pre-specify data collection methods
Blinding
What is attrition bias caused by
Bias caused by differences between intervention and control groups in terms of numbers of withdrawals from the study
How can you minimise attrition bias
use intention to treat analysis
Use Kaplan Meir curves instead of set end points, as different arms drop out at different rates
++ avoid subjective exclusion criteria
How do you minimise selection bias
recruitment size
recruitment location, multicentre / single centre
recruitment manner (continuous, non-continous)
allocation concealment
randomisation (although stratification may increase selection bias, as it makes it possible to predict the next allocation)
what diagram will represent attrition bias
consort flow diagram
what is blinded outcome adjudication?
When the data analyst is blinded to the which group is which
this minimises performance bias
useful in open label study