Bias Flashcards
Types of error
Random
Systematic (bias)
Types of systematic error
Measurement bias
Selection bias
Analysis Bias
When is a study said to be internally valid?
If results are close to the truth
When is a study said to be externally valid?
If results are applicable to clinician seeking the evidence
Another name for external validity?
Generalisability
What can compromise the validity of a study
Random error
Systematic error
Confounding
What is a random error?
Due to chance
Why are all studies subject to random error?
They use samples from a population to estimate
What can be used to test probability of random errors?
P values
Confidence Intervals
How can random error be reduced?
Repeating study elsewhere
What is a systematic error/bias?
Error in the way we select patients, measure outcomes or analyse data
What can bias lead to?
False conclusions
Over of under-estimation of an effect
At what stage of a study can bias not be controlled for?
Analysis stage
How can bias be classified?
According to direction of change they produce in study outcome
What is negative bias?
Yields estimates closer to null value i.e. no difference between two groups
What is positive bias?
Higher magnitude of estimates than the true ones
What is switch-over bias?
Change of direction of association
When can switch-over bias occur?
Exaggeration of negative or positive bias
When does selection bias occur?
When selected groups differ in important factors other than study variables
Uneven diagnostic procedures
What reduces selection bias?
Adequate randomisation
Types of selection bias
Berkson bias
Neyman bias
response bias
Unmasking bias
Lead-time bias
Referral bias
Diagnostic purity bias
Membership bias
Another name for Berkson bias?
Admission rate bias