Medical Screening Test Metrics

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What is the consequence if the p-value is greater than the alpha level?

We fail to reject the null hypothesis

What type of error occurs when the null hypothesis is true but rejected?

Type I error

In hypothesis testing, what does a confidence interval not including the null value indicate?

We reject the null hypothesis

What is the consequence if the p-value is less than the alpha level?

We reject the null hypothesis

What happens if a Type II error occurs in hypothesis testing?

The null hypothesis is accepted

What is the purpose of the null hypothesis (Ho) in hypothesis testing?

To provide a formalized skepticism and assume no difference, effect, or association until evidence proves otherwise

In the context of hypothesis testing, what does the alternative hypothesis (Ha) represent?

The complementary proposition to the null hypothesis (Ho) being tested

Which of the following best represents a null hypothesis (Ho) for the given Case 3 example?

Mean birthweight in counties implemented starting right is equal with the mean weight birthweight in non-starting right implemented counties

What is the significance level (α) for a 95% confidence level in hypothesis testing?

0.05

How is the rejection region used in determining statistical significance in hypothesis testing?

To decide if the null hypothesis should be rejected based on the test statistics

What is a major limitation of cross-sectional studies?

They cannot establish temporal relationship

Why are case-control studies useful for rare outcomes?

Because they can calculate odds ratio directly

What is a limitation of case-control studies?

They cannot estimate risk

Why is it hard for cross-sectional studies to establish temporal relationships?

Due to the difficulty in determining if exposure came before the outcome

What type of study design would be most appropriate for identifying risk factors needing urgent attention?

Cross-sectional study

Which test is used to determine if all the means of different categories are equal to each other?

ANOVA

What does a chi-square test determine?

Association between categorical variables

When is a two-sample t test used?

When the independent variable is a binary variable

What does correlation (r) measure?

Association between continuous variables

What do relative risk (RR) and odds ratio (OR) measure?

Difference in proportions

What is the 'null value' for measures like RR and OR?

1

If a confidence interval for a Relative Risk (RR) spans the value of 1, what can be concluded about its statistical significance?

It is not statistically significant

What does it mean if the p-value is less than 0.05 in hypothesis testing?

The null hypothesis is rejected

What test would you use to compare two sample proportions to each other?

Two-sample z test

In a one-sample z test, what does the independent variable represent?

A constant

What does Sensitivity measure in a screening test?

The proportion of positive tests that are truly positive

What does Specificity measure in a screening test?

The proportion of negative tests that are truly negative

What does Positive Predictive Value (PPV) measure?

The proportion of positive tests that are truly positive

What is a determinant of Positive Predictive Value (PPV)?

The prevalence of disease in the population tested

What does Negative Predictive Value (NPV) measure?

The proportion of negative tests that are truly negative

What is the main advantage of a cohort study design?

It is the only design that can establish a temporal relationship between exposure and outcome

What distinguishes a case-control study from a cohort study?

Case-control studies focus on comparing incidence of disease in exposed and unexposed groups

In an outbreak investigation, what can the shape of an epidemic curve help us understand?

Trends and clues about the source of the outbreak

Which study design provides stronger evidence as you move up the pyramid of evidence?

Cohort studies

What is a key component of outbreak investigations?

Developing case definitions and using epidemic curves

Why are cohort studies particularly useful for investigating rare exposures?

They allow for following individuals over time to assess outcomes

What type of study design focuses on comparing the incidence of disease in exposed and unexposed groups?

Case-control study

In an outbreak investigation, what distinguishes confirmed from suspected cases?

The certainty about whether the individual has the disease

What does the shape of an epidemic curve primarily help to understand during an outbreak investigation?

The trends and clues about the source of the outbreak

Test your knowledge of medical screening test metrics such as sensitivity, specificity, and positive predictive value. Understand how to calculate and interpret these metrics to evaluate the performance of screening tests.

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