Statistics Flashcards

1
Q

Define sampling

A

The selection of a subset of individuals from within a statistical population

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2
Q

What is sampling bias?

A

Where some individuals are more likely than others to be included in the study

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3
Q

What is recall bias?

A

When individuals cannot remember specifics

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4
Q

What is social-desirability bias?

A

When individuals tell us incorrect information because they feel a societal pressure

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5
Q

What is a confounding factor?

A

Something that is related to the outcome and the characteristics of interest

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6
Q

What is a case control study?

A
  1. Take a sample of individuals with outcome, and similar group without
  2. Look back retrospectively to see who had exposure
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7
Q

What are the advantages and disadvantages of a case control study?

A

+ Good for investigating rare outcomes
+ Relatively cheap and quick

  • Subject to recall bias
  • Can only investigate a single disease
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8
Q

What is a cross sectional study?

A

Look at what is happening now (snapshot of time)

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9
Q

What are the advantages and disadvantages of a cross sectional study?

A

+ Very cheap, quick and easy

  • No time scale
  • Not suitable for rare diseases
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10
Q

What is a cohort study?

A
  1. Collect information on a sample without the outcome

2. Follow up over time, looking at exposure, to see who gets the outcome

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11
Q

What are the advantages and disadvantages of a cohort study?

A

+ Can look at a variety of outcomes

  • Time consuming and expensive
  • Not great for rare outcomes or outcomes that take a lot of time to develop
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12
Q

What is a randomised control trial?

A
  1. Have multiple (at least two groups ) referred to as arms
  2. Give different exposures to each arm
  3. Compare outcomes
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13
Q

.What are the advantages and disadvantages of RCTs?

A

+ Minimises bias and confounding factors and has statistical reliability
+ Comparative study design

  • Not always suitable, there can be ethical issues
  • Expensive
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14
Q

What is the equation for proportion / probability?

A

Event / Total

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15
Q

What is the equation for odds?

A

Event / Non event

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16
Q

What is the equation for absolute risk difference?

A

Probability - Probability

17
Q

What is the equation for risk ratio?

A

Probability / Probability

Focus group goes on top

18
Q

What is the equation for odds ratio?

A

Odds / Odds

Focus group goes on top

19
Q

What is negative skew?

A

Where the median is greater than the mean

20
Q

What is positive skew?

A

When the median is less than the mean

21
Q

What data would be best to publish for a normal distribution?

A

Mean and standard deviation

22
Q

What data would be best to publish for a non symmetric, skewed distribution?

A

Median and IQR

23
Q

In normally distributed data, what percent of data lies within 1 SD of the mean?

A

Approx 68%

24
Q

In normally distributed data, what percent of data lies within 1.96 SD of the mean?

A

95%

25
Q

What would a Pearson’s correlation of 1, 0 and -1 mean?

A
1 = Perfect positive linear association
0 = No linear relation
-1 = Perfect negative linear association
26
Q

What is the equation for standard error?

A

SE = Standard Deviation / √n

27
Q

What is the equation for 95% confidence interval?

A

95% CI = mean ± 1.96*SE

28
Q

What is the 95% confidence interval

A

The range of numbers you can be 95% confident that contain the true population mean

29
Q

What is a p value?

A

The probability of obtaining your results if the null hypothesis is true

30
Q

For the p value to be significant, what two things have to be true?

A
  1. It has to be less than 0.05

2. The null value cannot be in the 95% confidence interval

31
Q

What is regression?

A

A mathematical process to explore the association of multiple factors on an outcome

32
Q

What is regression?

A

A mathematical process to explore the association of multiple factors on an outcome