Statistics Flashcards

(25 cards)

1
Q

Which of the 5 criteria of G.R.A.D.E is considered the greatest threat to the validity of a systematic review and meta-analysis?

A

Publication bias / missed RCTs

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
2
Q

What are the 5 criteria in G.R.A.D.E?

A

Indirectedness
Imprecision
Inconsistency
Publication bias
Risk of bias

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
3
Q

What does Grade 2b recommendation mean?

A

Grade 1 = strong
Grade 2 = weak

A = high certainty (consistent across RCTs)
B = moderate certainty (RCTs but some limitations)
C = low certainty (serious flaws)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
4
Q

What are self controlled case series?

A

A study where individuals act as their own control
Comparisons are made within individuals
Only individuals who experience the event are included

Often used to identify temporal association between exposure and event eg vaccination side effects eg GBS

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
5
Q

When does concealment occur?

A

At randomisation
Recruiter blinded

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
6
Q

When does blinding occur?

A

After randomisation

Need to specify who was blinded

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
7
Q

How do you calculate relative risk reduction?

A

1 - relative risk (expressed as %)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
8
Q

When are Hazard ratios generated?

A

From time-to-event/ survival analysis ie relative risk averaged over time

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
9
Q

What studies can produce odds ratios?

A

Case control
Cross-sectional studies
Logistic regression

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
10
Q

What is the Cox Proportional Hazards Model?

A

A statistical technique used in survival analysis to evaluate the effect of various factors on time until event

Produces hazard ratios which compare the risk of an event occuring based on different predictor variables

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
11
Q

What is the Log Rank test?

A

Used in survival analysis to compare the distribution of time to event in two or more independent samples

It answers the question - is there a significant different between two Kaplan-Meier curves

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
12
Q

How do you calculate relative risk?

A

Experimental event rate / control event rate

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
13
Q

How do you calculate relative risk reduction?

A

1 - RR

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
14
Q

How do you calculate absolute risk difference?

A

Control event rate - experimental event rate

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
15
Q

How do you calculate NNT?

A

100 / risk difference (in %)

ie
100 / control event rate % - experimental event rate %

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
16
Q

How do you calculate positive likelihood ratio?

A

True positive rate / false positive rate
= sens / (1 - sp)

17
Q

How do you calculate negative likelihood ratio?

18
Q

How do you calculate power in a study?

A

1-beta error
1-0.20 = 0.80 (80%)

Minimal clinical important difference (delta)

19
Q

Why would you use composite outcome measures?

A

If low event rate to improve power of study

20
Q

What statistical test do you employ for numerical univariate values (eg blood pressure, FEV1)?

A

Unpaired T-test

21
Q

What statistical test do you employ for categorical univariate analysis (eg dead vs alive)?

A

Chi squared test

22
Q

What are examples of parametric tests?

A

T-test
Chi squared

23
Q

What are non-parametric tests?

A

Distribution free tests
Mann-Whitney U
Wilcoxon’s Rank and Kendall’s S
Signed Rank Sum test

24
Q

What statistical test do you use for multivariate analysis?

A

Logistic regression or linear regression

25
What do type 1 and type 2 error mean?
Type 1 = false + error Type 2 = false - error