Epidemiology Flashcards
(36 cards)
Sensitivity
Percent of animals with a disease who test positive
Specificity
Percent of animals without a disease who test negative
What does a negative result on a sensitive test tell you?
Rules disease out
What does a positive result on a specific test tell you?
Rules disease in
Positive predictive value
Proportion of patients that test positive that are actually positive
Negative predictive value
Proportion of patients that test negative that are truly negative
How can you improve positive predictive value (2)
Increase disease prevalence
Increase test specificity
How can you improve negative predictive value (2)
Decrease disease prevalence
Increase test sensitivity
What is a cross-sectional study?
All observations on a given group of individuals (outcomes and exposures) are made at one point in time
List one advantage and one limitation of cross-sectional studies
A: Determines prevalence of disease
L: Cannot determine incidence or temporality
What is a cohort study?
Selects a group based on exposure then follows them through time and compares to non-exposed group
List one advantage and one limitation of cohort studies
A: can establish incidence and temporality
I: prone to confounding variables, time-consuming, information bias (retrospective)
What is a case-control study?
Selects individuals based on outcome and follows them through time to detect the frequency of an exposure
Compares to similar group without the outcome/disease
List one advantage and one limitation of case-control studies
A: good for rare disease, evaluate for multiple risk factors
I: recall bias, cannot estimate incidence or prevalence
Limitation of uncontrolled clinical trials
Lack of control group makes assessment of treatment affect difficult
What is a Chi-squared test used for
To determine whether a difference between two categorical variables is due to chance or a relationship between them
Limitations of Chi-squared test (3)
Requires minimum sample size (50)
Assumes random sampling
Does not provide info about strength of a relationship
What is a T-test used for
To determine if there is a significant difference between the means of two groups
Advantage of a T-test
Can be used with small sample sizes (<30)
Limitations of T-tests (4)
Requires normality assumption
Low power with high sample sizes
Not useful for categorical data
Sensitive to outliers
What is an ANOVA used for?
To compare the means of >2 groups
Limitations of an ANOVA (3)
Normality assumption
Doesn’t specifiy which groups are different from each other
Requires equal group size
What is type I (alpha) error?
Concluding that a treatment is better than the control when it is not (false positive)
What is the typical accepted alpha level?
p < 0.05