Stats 2 Flashcards

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1
Q

what is a study

A

research project an investigation or a clinical trial, basically anything where there are research questions to be answered

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2
Q

what are observational studies

A

record outcomes as they have occurred and there is no attempt to modify the frequency of their occurrence.

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3
Q

what are experimental studies

A

involve investigators introducing or removing an exposure e.g. treatment or intervention to test relationships between exposures and outcomes. Investigators have direct control over the study conditions and exposure status.

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4
Q

Simple observational studies

A

information collected and the researcher has access to this and is able to decide on the analysis

however

has no control over which units receive which exposures

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5
Q

Simple experimental study

A

The researcher controls how units are allocated exposures so they

have a number of units available

can decide on what is to be investigated and how

can determine the method of allocating exposures to units

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6
Q

What should the statistical design of a study be matched too

A

they should be matched to the objectives of

optimizing resources

getting accurate and precise results

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7
Q

what is the consequence of a small study

A

we may miss worthwhile effects

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8
Q

what is the consequence of a large study

A

wastes resources

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9
Q

what is the size of sample a function of

A

effect size we are looking for

variability of the end point

significance level

power

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10
Q

what is replication

A

defines how many units receive the same exposure level

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11
Q

what does increasing the replication do

A

improves accuracy of results and is essential to provide estimates of precision and it generally increases the power of the experiment to detect important differences between exposure levels

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12
Q

What is pseudo replication

A

examing leaves on the same plant is psuedo replication

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13
Q

what is blocking

A

used to take account of differences in heterogeneities such as male female old you etc

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14
Q

what does blocking improve

A

precision

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15
Q

what is vital for the results of an experiment to be meaningful

A

randomization as it allows a fair comparison to be made between exposures

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16
Q

what do all investigations allow us to answer

A

a hypothesis

17
Q

what is null hypothesis denoted as

A

H0

18
Q

what is the alternative hypothesis denoted as

A

H1

19
Q

what is a type 1 error

A

error we make if we reject the null hypothesis when it is true

20
Q

what is a type 1 error often denoted by

A

greek letter a

21
Q

what is a type 2 error

A

is an error we make if we do not reject the null hypothesis when in fact it is false

22
Q

what is a type 2 error often denoted by

A

greek letter B

23
Q

what is the goal of hypothesis testing

A

minimize the types 1 error and minimize type 2 error