Bias Flashcards

1
Q

Types of error

A
Random
Systematic (bias)
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2
Q

Types of systematic error

A

Measurement bias
Selection bias
Analysis Bias

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3
Q

When is a study said to be internally valid?

A

If results are close to the truth

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4
Q

When is a study said to be externally valid?

A

If results are applicable to clinician seeking the evidence

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5
Q

Another name for external validity?

A

Generalisability

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6
Q

What can compromise the validity of a study

A

Random error
Systematic error
Confounding

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7
Q

What is a random error?

A

Due to chance

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8
Q

Why are all studies subject to random error?

A

They use samples from a population to estimate

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9
Q

What can be used to test probability of random errors?

A

P values

Confidence Intervals

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10
Q

How can random error be reduced?

A

Repeating study elsewhere

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11
Q

What is a systematic error/bias?

A

Error in the way we select patients, measure outcomes or analyse data

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12
Q

What can bias lead to?

A

False conclusions

Over of under-estimation of an effect

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13
Q

At what stage of a study can bias not be controlled for?

A

Analysis stage

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14
Q

How can bias be classified?

A

According to direction of change they produce in study outcome

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15
Q

What is negative bias?

A

Yields estimates closer to null value i.e. no difference between two groups

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16
Q

What is positive bias?

A

Higher magnitude of estimates than the true ones

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17
Q

What is switch-over bias?

A

Change of direction of association

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18
Q

When can switch-over bias occur?

A

Exaggeration of negative or positive bias

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19
Q

When does selection bias occur?

A

When selected groups differ in important factors other than study variables
Uneven diagnostic procedures

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20
Q

What reduces selection bias?

A

Adequate randomisation

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21
Q

Types of selection bias

A
Berkson bias
Neyman bias
response bias
Unmasking bias
Lead-time bias
Referral bias
Diagnostic purity bias
Membership bias
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22
Q

Another name for Berkson bias?

A

Admission rate bias

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23
Q

What is Berkson bias?

A

Difference in rates of admission of cases and controls due to influence of exposure

24
Q

What is another name for Neyman bias?

A

Incidence-prevalence bias

25
What is Neyman bias?
When ascertaining causation, one must look for an association between risk factor and incidence, not prevalence.
26
When does response bias occur?
When person who responds to invitation to participate in a study differs from those who do not.
27
When is response bias particularly relevant?
When evaluating screening tests
28
What is unmasking bias?
When risk factor unmasks an event which it is suspected to cause
29
What is lead-time?
Difference in time between date of dx with screening and date of sx without screening
30
What cannot be done if lead time is not accounted for?
Survival time cannot be compared to unscreened control group of patients
31
What can lead-time bias lead to i.e. if lead time is not taken into account?
Increase survival time due solely to advanced date of diagnosis will result in lead time bias
32
What is referral bias?
Variation in concentration of exposures or diseases between patients in primary and secondary care
33
What is diagnostic purity bias?
Exclusion of comorbidities resulting in a non-representative sample
34
When is diagnostic purity bias a problem?
RCTs
35
What is membership bias?
Case identification using members of patients organisations leading to systematic differences from non-representatives
36
When do measurement biases occur?
When data is not collected in a uniform fashion
37
How can measurement bias be reduced?
Blinding
38
Types of measurement bias
``` Recall bias Reporting bias Observer bias Surveillance bias Work up/verification bias Misclassification bias Desirability bias Hawthorne effect ```
39
What is recall bias?
Subjects often recall risk factors differently depending on their disease status
40
Which studies are vulnerable to recall bias?
Case-control studies
41
What is reporting bias?
When a larger percentage of case or control subjects are reluctant to report exposure due to attitudes/perceptions/other concerns
42
What is observer bias?
When a researcher knowingly or unknowingly evaluates a variable depending on the status of the individual
43
What is surveillance bias?
Diseases may be better ascertained in monitored population than in general population
44
What is verification bias?
During assessment of validity of a diagnostic test, execution of gold standard test may be influenced by results of new instrument
45
What is misclassification bias?
Cases may be misclassified as controls or exposed group may be misclassified as control.
46
When does misclassification bias only occur?
If the misclassification is one sided
47
What is non-differential misclassification?
Both sides affected equally
48
What can lead to non-differential misclassification?
Errors in measurement instruments
49
What can non-differential misclassification lead to?
Reduction in observed magnitude of association
50
What is desirability bias?
Patients may choose socially desirable answers during data collection, distorting the picture
51
Which type of study is Hawthorne effect prevalent?
Cross-sectional surveys using questionnaires
52
Types of analysis bias
Contamination | Attrition
53
What is contamination bias?
When participants change group
54
What is attrition bias?
Patients lost to follow-up
55
What can minimise analysis bias?
Intention to treat analysis