Stats Flashcards

1
Q

What is the lowest level of evidence?

A

Level 5: expert opinion

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2
Q

What is the highest level of evidence?

A

Level 1: RCT

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3
Q

What is better evidence? Retrospective case studies or case series

A

Retrospective case studies- level III

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4
Q

What is a dependent variable?

A

It is the result, what the researcher is measuring to see if it changes. It is dependent on the interventions

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5
Q

What is an independent variable?

A

It is the interventions that the researchers are comparing. What the researchers are manipulating or using

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6
Q

Researchers are comparing US to exercise on the effect on neck pain. What are the independent and dependent variables?

A

Independent variables: US and exercise

Dependent variable: Pain

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7
Q

What is a P-Value?

A

The probability that the outcome happened by chance or not. Has to have two or more groups

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8
Q

What is an alpha level?

A

Number of the P-value that researchers set to say the results are significant. (Less than the number is significant)

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9
Q

If the alpha level is set at 0.3 but the P-value is 0.4. Are the results statistically significant?

A

No because the alpha level was set to 0.3 and the P-value has to be lower

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10
Q

What is type one error?

A

When researchers say there was a difference but there was not. “Backing a loser”

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11
Q

Type II error

A

No significant difference between interventions when there was

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12
Q

How do you correct type II errors?

A

Add more subjects

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13
Q

What is effect size

A

How much better an intervention is to another.

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14
Q

What are effect size scores? Values for Large, moderate, small, trivial

A

Large 0.8 and greater
Moderate 0.5-0.799
Small 0.2-0.499
Trivial <0.2

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15
Q

Define intra rater reliability

A

The probability that the same clinician will get the same results on a test

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16
Q

Define inter rater reliability

A

The probability that two clinicians will get the same results

17
Q

Cohen’s kappa scores: or K

A

0-1
Less than 0.4 is poor reliability
0.4 to 0.6 is fair
0.6 to 0.75 is good reliability
Greater than 0.75 is excellent reliability
1 is perfect reliability

18
Q

What is a positive likelihood ratio?

A

Increases the suspicion of a condition based on positive test results

19
Q

What are values of positive likelihood ratios?

A

Greater than 10 then large shift toward dx
5-10 moderate shift toward dx
Less than 5 small shift towards dx
1 = no chance

20
Q

What is a negative likelihood ratio

A

How much to decrease suspicion of a dx due to negative test results

21
Q

Name the negative likelihood ratio values

A

Less than 0.1 means large shift away from dx

0.1-0.2 moderate shift away

Greater than 0.2 small shift away

1 is no shift away from dx

22
Q

Subjects that know they’re in a research group work harder than they normally would

A

Hawthorne effect

23
Q

What is the solution to the hawthorn effect?

A

Use control group

24
Q

People work harder when they are watched is called?

A

Observer effect

25
Q

What’s the solution to the observer effect?

A

Make sure all Tx groups get equal Tx time

26
Q

When the control group works harder because they perceive they’re at an unfair advantage

A

John Henry effect

27
Q

How do you correct for the John Henry effect?

A

Blind the participants

28
Q

The is the effect where the researchers give extra attention to the experimental group

A

Pygmalion or rosenthal effect

29
Q

How do you correct for the pygmalion effect

A

Blind researchers and examiners

30
Q

This is the degree to which your study tests what it says it’s testing and isn’t influenced by other factors or variables

A

Internal validity - examples an event like a car crash or testing a hop test as everyone gets better with practice, people fall out of the study

31
Q

This is the degree to which the results of the study can be applied to real life

A

External validity- all the effects and unrealistic design are examples

32
Q

What test would you use to answer di PT students from my sample have lower testosterone than the known national average?

A

One sample T-test

33
Q

What would you use to answer due my Tx groups function improve more than my control?

A

Independent samples T-test

34
Q

What test to answer: did my groups function improve after Tx compared to before Tx?

A

Paired samples T test

35
Q

What test would you use to answer: did manual therapy, exercise, or a combined Tx group improve the most?

A

Anova

36
Q

What stats test would you use to answer: what happened to bone mineral density as age increases?

A

Pearson r or linear regression