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  • In Koch's postulates, what must be true about the agent in every case?
  • Which of the following is NOT typically listed as a major issue in medical ecology?
  • A positive test result with a likelihood ratio of 2.0 implies what about post-test odds?
  • Which of the following is NOT a common example of clustered data in veterinary epidemiology?
  • Non-informative censoring is an assumption underlying which method?
  • What does a 95% confidence interval mean in statistics?
  • What are the two types of life tables used in veterinary epidemiology?
  • What is true about r and r^2?
  • Which Hill criterion requires that the exposure precede the disease in time?
  • In a dynamic population where individuals are at risk for varying periods, which measure is used?
  • What are the general approaches to analyzing survival data?
  • Which statement correctly describes the effect of a series interpretation on sensitivity and specificity?
  • Which term describes the variability among results obtained from repeated testing of the same sample within the same lab?
  • A descriptive survey can become a cross-sectional analytic study when which condition is met?
  • In experimental design, what defines a split-plot design?
  • Which of the following describes common methods to evaluate heterogeneity in meta-analysis?
  • Which model makes assumptions about ordering of categories and is used with ordinal data?
  • Which formula defines attributable risk?
  • What is a pandemic?
  • How is the desirability of the final outcome expressed?
  • Which factors determine changes in positive and negative predictive values of a lab test?
  • What is a moving average in time series analysis?
  • Which measure describes how many people at risk develop disease within a short period during an outbreak?
  • In eradication criteria, what does 'acceptability to industry' refer to?
  • Which of the following is a major issue addressed in medical ecology (epidemiology of disease)?
  • Which statement best describes a way to quantify time to event in survival analysis?
  • What is a receiver operating characteristic curve?
  • In a causal diagram, what composes the total causal effect?
  • What two variables are found in decision trees?
  • Which statistic is recommended for measuring linear association between two tests and why?
  • Which description best explains the web of causation in disease?
  • Fold back analysis computes expected utility by:
  • In the pyramid of causal evidence, are non-controlled experimental studies considered higher or lower than observational studies?
  • In a case-only study, which of the following is true regarding interaction effects?
  • In survival analysis, which statement describes the Nelson-Aalen cumulative hazard function?
  • Biological transmission via vectors is characterized by what?
  • What is the first step in a decision-tree analysis?
  • Which statement correctly describes nominal, ordinal, and interval data?
  • Which of the following best describes Spearman's rho?
  • Which methods are used to analyze nominal data with more than two categories?
  • In cross-sectional study analysis, which statement best describes the typical comparison?
  • When aiming to rule out a disease, which test property should be prioritized?
  • Two diagnostic tests are conditionally independent if...
  • What does the p-value tell you and what does it not tell you?
  • Define incubation period.
  • An uncontrolled clinical trial is characterized by which design feature?
  • What are two effects geo-referenced data are subject to?
  • Which statement best captures the primary study design of epidemiology?
  • To maximize sensitivity, which testing interpretation is preferred?
  • Define concurrent cohort study.
  • The coefficient of variation is commonly used to express what aspect of clinical measurements?
  • Which statement describes the continuation-ratio model?
  • Which best describes a prevalence survey?
  • A potential drawback of case-cohort design is that it is not optimal if which condition holds?
  • Which of the following is NOT a criterion of a successful eradication program?
  • Which statement correctly describes acquired herd immunity?
  • How can detection and performance biases be eliminated in animal trials?
  • Which statement best captures a limitation of Koch's postulates when applied to modern pathogens?
  • The adjacent category model is used when categories are ordered and somewhat equidistant and assumes that which statement is true?
  • Which are the three forms of nonprobability sampling?
  • How do you calculate present value from future value in benefit-cost analysis?
  • Which is the preferred statistic for risk, incidence or prevalence?
  • Which are the three primary sources of bias in case-control studies?
  • Which statement best differentiates observational studies from experimental studies?
  • Which statement best defines vector-borne transmission?
  • What does randomization achieve in experimental studies?
  • What is the survival function S(t)?
  • The effective contact rate is the product of which two quantities?
  • Which statement correctly describes the relationship among efficacy, effectiveness, and compliance in treatment outcomes?
  • Koch's postulates are guidelines to demonstrate that an agent causes disease. Which statement is one of the postulates?
  • What is the form of the Cox proportional hazards model?
  • What is the main difference between test and remove and herd depopulation strategies?
  • What is time series analysis in veterinary epidemiology?
  • Which statement correctly describes droplet nuclei?
  • Which of the following is an example of a multivariate analytical model to examine exposure variables with disease outcomes?
  • Does association always imply causation?
  • Which term is another name for the relative risk estimate?
  • What are secular trends?
  • Which of the following are characteristics of survival data?
  • Why is the discount rate used when evaluating long-term disease control programs?
  • Which statement about the relationship between hazard and survival is true?
  • Which statement correctly contrasts innate and acquired herd immunity?
  • Two-stage designs are especially efficient when which condition applies?
  • Does statistical significance equal clinical significance?
  • In a herd depopulation strategy, what triggers condemnation of the entire herd?
  • Which statement is NOT a part of risk analysis?
  • Which of the following is NOT a method described for depicting spatial distribution of disease frequency?
  • Which description best distinguishes explanatory (efficacy) trials from management (effectiveness) trials?
  • What bias should be considered in meta-analysis and how do you display it?
  • Which statement about the causal web is accurate?
  • Fold back analysis starts from which node in the decision tree?
  • How do you handle intervening variables in causal diagrams to estimate causal-effect?
  • What are the three ways to measure prevalence?
  • How is population attributable fraction calculated?
  • What is power in a study?
  • Case-control studies are preferred in which scenario?
  • Define inductive reasoning.
  • What effect does multicollinearity have on regression analysis?
  • Which of the following is the measure of effect that represents the excess risk in the exposed group compared to the unexposed group (risk difference)?
  • Communicability is best described as what?
  • Which of the following is an observational study design?
  • Which item is not a determinant of the agent in disease causation?
  • What is the direct method used for adjusting rates?
  • Define latent period.
  • Medical ecology versus the life cycle of disease focuses on what?
  • Which statement correctly differentiates cross-classified data from hierarchical data structures?
  • Which option is NOT considered a descriptive study type?
  • Which expression defines statistical power?
  • Which statement correctly differentiates anthropozoonoses from zooanthroponoses?
  • Name the three allocation methods for treatment assignment and identify which is most prone to selection bias.
  • Partial budgeting criterion: Adopt if 1 + 4 > 2 + 3. Given the following values: Additional returns 120; Forgone returns 80; Additional costs 60; Costs no longer incurred 30. Should adopt?
  • What is another term for interaction in statistical terms?
  • Which elements are involved in benefit-cost analysis?
  • Which statement correctly describes survival analysis functions?
  • A diagnostic test with very high specificity but moderate sensitivity is most likely to produce which pattern?
  • In the pyramid of causal evidence, which ranking correctly lists cohort, case-control, and cross-sectional studies?
  • What is the most traditional method to conduct a time series analysis?
  • Which function is estimated by the Kaplan-Meier estimator?
  • Secondary attack rate measures what?
  • What are the most common economic modeling approaches in veterinary medicine?
  • Which of the following are the three parts of risk analysis?
  • Which statement is true about the component-cause model?
  • The contact rate in epidemiology is defined as which of the following?
  • Define positive and negative predictive values?
  • Which of the following is a decision-analysis technique used to represent choices and consequences with branches and nodes?
  • What is the likelihood ratio of a lab test?
  • In which study design does the case serve as its own control and is particularly suited when exposure can change over time and the disease has short duration?
  • Herd immunity refers to which concept?
  • Which set of models are used to model ordinal data?
  • What are alternatives to the logit function for binomial or binary data?
  • Which statement accurately describes the relationship between probability and utility in decision trees?
  • Which statistic is commonly used to quantify the proportion of total variation across studies due to heterogeneity?
  • Distinguish descriptive and inferential statistics.
  • Which criterion refers to the number of species that can be infected by the agent?
  • What is the primary purpose of directed acyclic graphs (DAGs) in epidemiology?
  • In veterinary epidemiology, a generation (cohort) life table tracks mortality over what scope?
  • Which term describes global spatial patterns across the entire study region?
  • In distinguishing between a systematic review and a meta-analysis, which statement is correct?
  • Which term best describes a disease that occurs rarely and without a regular pattern?
  • Why should clustering be accounted for in statistical analysis?
  • Two-stage designs: how is the second stage performed?
  • Which statement about relative risk is true?
  • Which estimator is the product-limit estimator used to estimate the survivor function?
  • Which measure estimates the proportion of disease in the population that can be attributed to exposure?
  • Does your sample size go up or down when you want to not only detect but estimate prevalence in a herd?
  • Which statement about statistical power is true?
  • Define type I (alpha) and type II (beta) errors.
  • Which of the following is a criterion for a successful eradication program?
  • External validity is best understood as the study’s generalizability to the broader population, contingent upon which prerequisite?
  • What are the two types of variation typically considered in veterinary medicine?
  • Which statistic best conveys the precision and potential magnitude of the observed effect alongside p-value?
  • What is the simplest approach to analysis of recurrence data?
  • What is a terminal node in a decision tree?
  • Which statement about innate resistance is supported by the definitions?
  • Which are examples of mixed models with random effects on an original scale?
  • Cross-sectional studies are best suited when which condition holds?
  • Which statement correctly describes random variation versus systematic variation (bias)?
  • What is the difference between nominal and ordinal data?
  • Which factor can affect interpretation of prevalence and incidence?
  • Which statement describes the effect of a tenfold reduction in incidence in both exposed and unexposed on RR and AR?
  • Which statement correctly describes the relationship between a sufficient cause and a necessary cause?
  • Which statement best describes the temporality limitation of cross-sectional studies?
  • Which mechanisms describe direct transmission?
  • Positive predictive value is defined as...
  • What is the denominator in the attack rate definition?
  • If the latent period is shorter than the incubation period for an infectious disease, which consequence is most likely?
  • Which statement about predictive values and prevalence is true?
  • Nonparametric alternative to Pearson's r.
  • What are the two methods of measuring incidence?
  • Intention-to-treat analysis is defined as...
  • Right censoring occurs when
  • The interval from exposure to the start of the infectious period is called what?
  • Which statement is false about the component-cause model?
  • When should you use repeated cross-sectional studies?
  • An area under the ROC curve of 0.5 indicates what?
  • What makes up the total causal effect in a causal diagram?
  • What is defined as a factor associated with an increased likelihood of an event occurring (such as disease)?
  • Reverse causation in cross-sectional studies is most likely when which scenario occurs?
  • Which expression gives the apparent prevalence?
  • The criterion 'single or limited spectrum of disseminating mechanisms that can be manipulated' means...
  • Which of the following is NOT a use of risk as described?
  • What are non-parametric methods for survival analysis?
  • Which method is most formal to identify a secular trend in time series data?
  • Which method is used to explain heterogeneity by incorporating study-level covariates?
  • Define historical cohort study.
  • What does the fourth Koch postulate require?
  • Which statement about predictive values depends on disease prevalence?
  • What generalized linear mixed model do you use for 1) binary 2) count data?
  • What is another name for causal diagrams used to visualize causal relationships in epidemiology?
  • Agreement between two tests is best described as:
  • Which measure is estimated in cross-sectional data when Poisson regression with robust standard errors is used?
  • The basic reproductive number R0 represents what?
  • During the analytic phase of an outbreak investigation, what is the main activity?
  • If the estimated true prevalence falls outside the 0 to 1 range, what does this indicate?
  • In clustered data, observations share common features not accounted by covariates in the model. This describes?
  • Which data type can have a true zero point?
  • What are survival data?
  • During the descriptive phase of an outbreak investigation, which activity is typical?
  • Which of the following correctly defines right, interval, and left censoring?
  • Which study design is most commonly used in veterinary epidemiology?
  • Why should you adjust rates?
  • Which statement best defines compliance in a treatment trial?
  • Which statement best defines specificity of a diagnostic test?
  • Which statement about the cumulative hazard function is correct?
  • What is the major difference between epidemiologists and laboratory scientists?
  • What is a confounder?
  • Which method is commonly used when there is no gold standard for diagnostic test evaluation?
  • Crude rates such as incidence and attack rate summarize the effects of which two factors?
  • Define what a cause is in epidemiology.
  • Which statement best defines descriptive studies?
  • What are other names for causal diagrams?
  • Which statement correctly defines a time-varying covariate?
  • Which measure estimates the amount of disease in the population that would be prevented if exposure were eliminated?
  • Misclassification bias is a form of information bias caused by which issue?
  • What are the four requirements for using a parametric test (assume normal distribution)?
  • What are the two factors that impact Cohen's kappa?
  • What are the three types of likelihood ratios for continuous outcomes?
  • Which mechanisms describe indirect transmission?
  • Do evaluation principles apply the same for screening and diagnostic tests?
  • Which statement best defines epidemiology?
  • Which option describes a situation where there is a limited number of host species?
  • Validity and reliability of clinical measurements are best described as:
  • Which of the following is NOT one of the three ways to increase the positive predictive value of a test?
  • In a case-cohort study, which measures of association may be used?
  • When the disease prevalence in a population increases, what happens to the positive predictive value, and why?
  • What term describes the period required for a pathogen to develop inside a vector to become capable of transmission?
  • Explain series interpretation of lab tests
  • Which two types of literature reviews are commonly discussed, and which is considered more robust?
  • Define the standard error of the proportion.
  • What differentiates sporadic from epidemic disease?
  • Two-way sensitivity analysis is characterized by:
  • What are the two broad categories of explanatory (analytic) studies?
  • An analyte's index of individuality assesses utility by comparing which quantities?
  • In the context of a high basic reproduction number, which statement about induced herd immunity is correct?
  • Which statement best describes the relationship between minimal infectious dose and transmission?
  • Which hypothesis requires a larger sample size and stronger evidence to reject the null hypothesis?
  • What is the purpose of the discount rate in benefit-cost analysis?
  • Three ways of reporting disease occurrence in a population?
  • When should adjusted crude rates be used?
  • What two values determine the product of the concordance correlation coefficient?
  • What is the statistical outcome typically used in cross-sectional studies, and how is it analyzed?
  • Which measure is useful for choosing a test and interpreting results at the population level, and is related to the predictive value of a test?
  • What does hyperendemic indicate in disease occurrence?
  • What are the three time periods of the life cycle of a disease agent?
  • In a case-cohort design, what serves as the control group?
  • What is a causal web?
  • What is the equation for sensitivity of a test?
  • Which study design is considered the gold standard for assessing treatment effects?
  • Which statement describes hierarchical data structures?
  • Which measure can describe the burden of disease in the population attributable to exposure?
  • Explain parallel interpretation of lab tests
  • What is the primary study design of epidemiology?
  • Which statement defines relative risk (risk ratio)?
  • How do you differentiate a point source from a propagating epidemic using the epidemic curve?
  • Which distribution is commonly used for count data with overdispersion, extending the Poisson model?
  • What are other names for cohort studies?
  • Which expression correctly describes the hazard function in terms of density and survival?
  • How is reliability defined in laboratory testing terms?
  • In incidence measurement, what is the appropriate denominator?
  • What are the three measures used to interpret results of benefit-cost analysis for a decision?
  • What are the two broad types of disease agent transmission?
  • Which modeling approach can estimate prevalence ratio in cross-sectional data when using regression?
  • Which statement correctly defines accuracy in laboratory measurement?
  • Case definition is based on metrics?
  • What are the three parts of risk analysis?
  • What is the typical design in a cross-sectional study?
  • Which statement correctly differentiates mode of transmission from route of transmission?
  • What does multicollinearity mean in regression analysis?
  • Koch's postulates are problematic for which types of diseases?
  • A case-case study is a variant of case-crossover that studies the temporal association between time-varying exposure and outcome only in which subjects?
  • Partial budgeting includes which components?
  • Which of the following is NOT a listed method to analyze decision trees?
  • In computing an analyte's index of individuality, which components must be considered?
  • Which term describes local spatial patterns of association such as clustering of similar values?
  • Which statement is an explicit advantage of the Kaplan-Meier estimator over actuarial life tables?
  • The Hausman, McFadden, and Small-Hsiao tests are used to assess which assumption in multinomial logistic regression?
  • Which approach describes evaluating diagnostic tests using a gold standard or reference test?
  • Which statement correctly describes truncation definitions in survival data?
  • How is Pearson r related to coefficient of determination r^2?
  • How do you interpret the area under the ROC curve (AUC)?
  • A case-only study is appropriate when which condition is true?
  • Parametric tests require which of the following?
  • Which study design is typically used to measure exposure status in a population at a single point in time?
  • How is population attributable risk (PAR) calculated?
  • Is an animal carrier automatically a reservoir?
  • Major biases that threaten internal validity in clinical trials include which of the following?
  • In split-plot design, which statement is true about whole plots and subplots?
  • What is the most common form of multivariable analysis for survival data?
  • What are common hazard function families in survival analysis?
  • Which statement exemplifies an incubatory carrier?
  • Which statement correctly describes horizontal transmission?
  • Which mechanism is described as an airborne transmission?
  • Which statement best defines sensitivity of a diagnostic test?
  • When aiming to confirm a disease, which test property should be prioritized?
  • How are analytic (explanatory) studies different from descriptive studies?
  • Cross-sectional studies are best defined as what type of study?
  • What does stratified analysis in survival models do?
  • Which statement best describes cohort studies in terms of exposure manipulation?
  • Risk profile analysis focuses on:
  • In eradication criteria, what does 'acceptability to industry' refer to?
  • Which is NOT one of Hill's criteria for causation?
  • How is the population attributable fraction (PAF) defined?
  • Which statement best describes how experimental studies differ from observational studies?
  • Which type of error is most important to minimize in disease detection when missing a case is critical?
  • Which strategy would condemn the entire herd upon any positive test?
  • Endemic in disease frequency means what?
  • Which statement distinguishes a clinical sign from a symptom?
  • Which statement correctly defines the coefficient of variation (CV)?
  • In the component-cause model, disease occurs when
  • Define infectious period.
  • What is the most widely accepted conceptual basis for causation in epidemiology?
  • Apparent prevalence (or post-test) is defined as...
  • What differentiates sentinel species from indicator species?
  • Droplets in disease transmission are characterized by which of the following?
  • What is the prevention paradox?
  • Which four factors should be considered when estimating sample size for a study?
  • Which statement best defines clustered data?
  • How does switching to parallel interpretation affect overall sensitivity and specificity?
  • What statistical test should you first perform prior to determining agreement between two tests, and why?
  • Define p-value.
  • When do you use Cohen's kappa (range 0 to 1)?
  • Can clinical data from a single patient be interpreted without reference to population expectations?
  • Intention-to-treat analysis quantifies which concept in clinical trials?
  • How do screening and diagnostic tests vary?
  • Which scenario makes meta-analysis particularly appropriate?
  • In the intervention phase of an outbreak investigation, what is the primary objective?
  • Define truncation in survival data.
  • In a test and remove strategy, what happens to a test-positive animal?
  • Attack rate is defined as the proportion of a defined population affected during an outbreak, with the denominator equal to which of the following?
  • In veterinary epidemiology, which statement correctly defines source population, target population, and study population?
  • Which of the following are determinants of the agent that causes disease?
  • Which statistic is commonly used to quantify variability between paired test results and assess agreement within or between raters?
  • Define causal complements in the component-cause model.
  • What is the best study design for assessing treatment effects?
  • How do you compute adjusted rates with the direct method?
  • If efficacy is 0.8 and compliance is 1.0, what is the approximate effectiveness?
  • In veterinary epidemiology, a clinical trial is best described as which of the following?
  • What does spatial dependence imply about observations that are geographically close?
  • Using concurrent controls in a trial helps mitigate biases that arise from time-related changes between groups. True or false?
  • In calculating an analyte's index of individuality, which statement best describes the concept?
  • Scenario or event trees are used to depict:
  • Which method is used to assess the proportional hazards assumption?
  • Which practice most directly reduces bias by preserving randomization and blinding in a trial?
  • Which statistic quantifies effect size when continuous outcomes are on different scales?
  • Define analytic sensitivity and specificity.
  • Which analysis approach preserves randomization and estimates treatment effectiveness?
  • Which formula correctly computes future value given present value and rate r over n years?
  • Which statement best describes the component-cause model?
  • In what situations is the attack rate mostly used?
  • What are two spatial relationships in statistical terms related to spatial dependence and heterogeneity?
  • NOT a form of nonprobability sampling?
  • In veterinary epidemiology, which type of control group is generally less biased?
  • True prevalence (pre-test) is defined as...
  • Which statement best describes the difference between pathogenicity and virulence?
  • What is the basis of sampling in cohort versus case-control studies?
  • How do scenario trees differ from fold back in terms of probability handling?
  • Which is NOT a recommended step in validating a Cox proportional hazards model?
  • Using a test with higher specificity while prevalence stays constant will primarily affect which predictive value, and how?
  • Which term describes variability among test results obtained from testing the same sample in different laboratories?
  • Which statement best describes the effective reproduction number?
  • What is the placebo effect?
  • Internal validity refers to the extent to which the study’s conclusions are correct for which group?
  • What is an epidemic curve?
  • What are the two major modes of transmission?
  • What can cross-sectional studies measure and what is a key limitation?
  • Herd immunity is related to what measure in a population?
  • Define the causal-effect coefficient.
  • If a diagnostic test is 100% sensitive and 100% specific, the apparent prevalence equals the true prevalence.
  • What are the three influences that patterns of disease occurrence reflect?
  • The probability of transmission in epidemiology is defined as which of the following?
  • If you know the sensitivity and specificity of a test, true prevalence can be estimated by which formula?
  • Which term describes a disease type that increases the likelihood of spread within a herd?
  • Cost-effectiveness analysis is defined as
  • How does prevalence affect Cohen's kappa?
  • What is the difference between point and period prevalence?
  • Which particle category disperses most efficiently in confined spaces?
  • Internal rate of return is defined as
  • Which equations describe the false positive and false negative fractions?
  • What are the measures of effect estimated from incidence data?
  • Define Pearson product-moment correlation coefficient.
  • What best defines meta-analysis?
  • If the basic reproduction number is high, which level of induced herd immunity is required?
  • Which of the following defines attributable risk (risk difference)?
  • What are the 3 forms of disease occurrence across time?
  • What is the commonly used relationship among prevalence, incidence, and average disease duration?
  • Define cyclical and irregular variation in time series analysis.
  • Which criterion describes the ability to control or manipulate how the disease spreads?
  • What is one reason the placebo effect can occur?
  • Which statement best describes the relationship between relative risk and attributable risk?
  • Which statement best describes the relationship between prevalence and the predictive value of a test?
  • A decision node represents:
  • What is the measure of association used in a case-case study?
  • What term describes the probabilities that the disease status can be inferred from a test result?
  • What are the three phases of outbreak investigation (field epidemiology)?
  • In Koch's postulates, what does 'must be isolated and grown in pure culture' imply?
  • Which statement best distinguishes incubatory carriers from convalescent carriers?
  • How can you capture seasonal fluctuations in time series analysis?
  • Which statement best contrasts Pearson correlation with the concordance correlation coefficient when assessing agreement?
  • How is reproducibility defined in laboratory terms?
  • What are the two mechanisms of airborne transmission?
  • Which statement correctly contrasts random variation with systematic variation?
  • Which statement describes time-varying covariates?
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