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What is the primary purpose of research design?
What is the primary purpose of research design?
What type of research is concerned with obtaining the frequency of a disease in a certain place at a certain time?
What type of research is concerned with obtaining the frequency of a disease in a certain place at a certain time?
What is the outcome of a research question that asks 'What caused this disease?'
What is the outcome of a research question that asks 'What caused this disease?'
What is the purpose of hypothesis generation?
What is the purpose of hypothesis generation?
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What is the outcome of a hypothesis testing result that does not support the hypothesis?
What is the outcome of a hypothesis testing result that does not support the hypothesis?
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What is the basic function of most epidemiologic research designs?
What is the basic function of most epidemiologic research designs?
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What is the limitation of research designs?
What is the limitation of research designs?
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What is the importance of data quality in research?
What is the importance of data quality in research?
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What is a major disadvantage of cross-sectional surveys?
What is a major disadvantage of cross-sectional surveys?
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What is the primary advantage of mailed surveys?
What is the primary advantage of mailed surveys?
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What can repeated cross-sectional surveys be used to determine?
What can repeated cross-sectional surveys be used to determine?
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What is healthy participant bias?
What is healthy participant bias?
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What can be inferred from a high IgG titer without an IgM titer of antibody to a particular infectious agent?
What can be inferred from a high IgG titer without an IgM titer of antibody to a particular infectious agent?
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What is the primary purpose of collecting acute and convalescent sera in infectious disease epidemiology?
What is the primary purpose of collecting acute and convalescent sera in infectious disease epidemiology?
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What is a limitation of cross-sectional surveys in determining the temporal relationship of a presumed cause and effect?
What is a limitation of cross-sectional surveys in determining the temporal relationship of a presumed cause and effect?
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What is an advantage of cross-sectional surveys?
What is an advantage of cross-sectional surveys?
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What is the purpose of collecting two serum samples separated by a short interval in infectious disease epidemiology?
What is the purpose of collecting two serum samples separated by a short interval in infectious disease epidemiology?
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What is the primary function of a good epidemiologic research design?
What is the primary function of a good epidemiologic research design?
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What is a disadvantage of cross-sectional surveys in infectious disease epidemiology?
What is a disadvantage of cross-sectional surveys in infectious disease epidemiology?
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Which type of research design is usually the best for testing hypotheses?
Which type of research design is usually the best for testing hypotheses?
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What is the main difference between observational and experimental study designs?
What is the main difference between observational and experimental study designs?
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What is the purpose of qualitative research?
What is the purpose of qualitative research?
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What is a characteristic of descriptive observational studies?
What is a characteristic of descriptive observational studies?
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What is the main limitation of telephone surveys or e-mail questionnaires?
What is the main limitation of telephone surveys or e-mail questionnaires?
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What is the purpose of analytic observational studies?
What is the purpose of analytic observational studies?
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What is an advantage of qualitative research?
What is an advantage of qualitative research?
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What is the purpose of a cross-sectional survey?
What is the purpose of a cross-sectional survey?
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What is a characteristic of experimental study designs?
What is a characteristic of experimental study designs?
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What is the unit of analysis in ecological studies?
What is the unit of analysis in ecological studies?
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What can cross-sectional ecological studies be used for?
What can cross-sectional ecological studies be used for?
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What is the weakness in cross-sectional ecological surveys?
What is the weakness in cross-sectional ecological surveys?
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What was found to be associated with lower rates of dental caries in children?
What was found to be associated with lower rates of dental caries in children?
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What is the purpose of longitudinal ecological studies?
What is the purpose of longitudinal ecological studies?
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What was the result of introducing the polio vaccine in the U.S. population?
What was the result of introducing the polio vaccine in the U.S. population?
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What is a limitation of longitudinal ecological studies?
What is a limitation of longitudinal ecological studies?
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What is an example of a causal association suggested by longitudinal ecological studies?
What is an example of a causal association suggested by longitudinal ecological studies?
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In a case-control study, what is the primary factor in selecting the case and control groups?
In a case-control study, what is the primary factor in selecting the case and control groups?
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What can be estimated from a case-control study?
What can be estimated from a case-control study?
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Why are case-control studies often preferred when studying rare diseases?
Why are case-control studies often preferred when studying rare diseases?
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What is the main difference between cohort studies and case-control studies?
What is the main difference between cohort studies and case-control studies?
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What is the primary advantage of prospective cohort studies?
What is the primary advantage of prospective cohort studies?
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What is the term used to describe the time relationships in a case-control study?
What is the term used to describe the time relationships in a case-control study?
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Why is it important to select all cases with the disease of interest in a given geographic area and time period?
Why is it important to select all cases with the disease of interest in a given geographic area and time period?
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What is a disadvantage of cohort studies?
What is a disadvantage of cohort studies?
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What is the primary difference between a case-control study and a cross-sectional study?
What is the primary difference between a case-control study and a cross-sectional study?
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What is the purpose of a retrospective cohort study?
What is the purpose of a retrospective cohort study?
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What is the term used to describe the measure of the strength of the association between the risk factor and the outcome in a case-control study?
What is the term used to describe the measure of the strength of the association between the risk factor and the outcome in a case-control study?
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What is an advantage of retrospective cohort studies?
What is an advantage of retrospective cohort studies?
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Why are prospective cohort studies useful?
Why are prospective cohort studies useful?
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What is a limitation of retrospective cohort studies?
What is a limitation of retrospective cohort studies?
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What is a characteristic of prospective cohort studies?
What is a characteristic of prospective cohort studies?
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What is an advantage of cohort studies?
What is an advantage of cohort studies?
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What is the main difference between a randomized controlled field trial (RCFT) and a randomized controlled clinical trial (RCCT)?
What is the main difference between a randomized controlled field trial (RCFT) and a randomized controlled clinical trial (RCCT)?
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What is a disadvantage of randomized controlled field trials (RCFTs) and randomized controlled clinical trials (RCCTs)?
What is a disadvantage of randomized controlled field trials (RCFTs) and randomized controlled clinical trials (RCCTs)?
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What is the purpose of meta-analysis in clinical research?
What is the purpose of meta-analysis in clinical research?
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What is the purpose of decision analysis in clinical research?
What is the purpose of decision analysis in clinical research?
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What is the purpose of cost-effectiveness analysis in clinical research?
What is the purpose of cost-effectiveness analysis in clinical research?
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What is the limitation of randomized controlled field trials (RCFTs) and randomized controlled clinical trials (RCCTs) in terms of external validity?
What is the limitation of randomized controlled field trials (RCFTs) and randomized controlled clinical trials (RCCTs) in terms of external validity?
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What is the primary use of summary techniques in clinical preventive services?
What is the primary use of summary techniques in clinical preventive services?
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What is an example of a randomized controlled field trial (RCFT)?
What is an example of a randomized controlled field trial (RCFT)?
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What is another term for a randomized controlled field trial (RCFT)?
What is another term for a randomized controlled field trial (RCFT)?
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What is the purpose of postapproval surveillance in drug approvals?
What is the purpose of postapproval surveillance in drug approvals?
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What is the term used to describe the process of looking for associations in large datasets?
What is the term used to describe the process of looking for associations in large datasets?
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What is the danger of data dredging in research?
What is the danger of data dredging in research?
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What is the purpose of a correlational study?
What is the purpose of a correlational study?
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Why is it important to keep in mind the limitations of correlational studies?
Why is it important to keep in mind the limitations of correlational studies?
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What is an example of a well-known instance of data dredging?
What is an example of a well-known instance of data dredging?
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What is the problem that arises when looking for associations in a large dataset?
What is the problem that arises when looking for associations in a large dataset?
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Study Notes
Functions of Research Design
- Research is the process of answering a question that can be answered by collecting and analyzing data
- Descriptive research involves answering questions like "What is the frequency of a disease in a certain place at a certain time?"
- Research designs are rules that govern the process of collecting and arranging data for analysis
- Research designs can be used to generate hypotheses, test hypotheses, or both
Types of Research Design
- Observational designs:
- Qualitative studies: involve anthropologic techniques like ethnographic observation, open-ended interviews, focus groups, and key informant interviews
- Cross-sectional surveys: study a population at a single point in time to determine the prevalence of risk factors and disease frequency
- Cross-sectional ecological studies: relate the frequency of characteristics and outcomes of interest in a geographic area
- Longitudinal ecological studies: measure trends in disease rates over time in a defined population
- Experimental designs:
- Randomized clinical trials or randomized field trials: used to test hypotheses, with investigators controlling the assignment of participants to treatment and control groups
Observational Designs for Generating Hypotheses
- Qualitative studies:
- Investigate clinical issues using anthropologic techniques
- Identify patterns in data in a structured and sometimes quantitative form
- Cross-sectional surveys:
- Quick and easy to perform
- Useful for determining the prevalence of risk factors and disease frequency
- Limited by difficulties in determining the temporal relationship between exposure and disease
- Cross-sectional ecological studies:
- Relate the frequency of characteristics and outcomes of interest in a geographic area
- Suggest hypotheses, but cannot draw causal conclusions
- Longitudinal ecological studies:
- Measure trends in disease rates over time in a defined population
- Useful for determining the impact of public health interventions
Observational Designs for Generating or Testing Hypotheses
- Cohort studies:
- Assemble a clearly identified group of people to be studied
- Assess participants to determine whether they develop diseases of interest
- Can be prospective (assemble groups in the present and follow up over time) or retrospective (use historical data to define a risk group and follow up to the present)
- Case-control studies:
- Select a case group and a control group based on a defined outcome
- Compare the groups in terms of their frequency of past exposure to possible risk factors
- Can estimate the relative risk of the outcome (odds ratio), but not the absolute risk
Randomized Controlled Field Trials (RCFTs)
- RCFTs are similar to RCCTs, but the intervention is preventive rather than therapeutic and conducted in the community.
- Participants are randomly allocated to receive the preventive measure (e.g., vaccine, oral drug) or a placebo (e.g., injection of sterile saline, inert pill).
- Examples of RCFTs include trials of vaccines to prevent paralytic poliomyelitis and aspirin to reduce cardiovascular disease.
Advantages and Disadvantages of RCFTs and RCCTs
- Results may take a long time to obtain, unless the effect of the treatment or preventive measure occurs quickly.
- External validity may be limited, making it unclear which population is represented by the remaining participants in the trial.
Techniques for Data Summary, Cost-Effectiveness Analysis, and Postapproval Surveillance
- Meta-analysis is used to summarize information obtained in many single studies on one topic.
- Decision analysis and cost-effectiveness analysis are used to summarize data and inform clinical or policy decisions.
- These techniques are used to develop recommendations for clinical preventive services and community preventive services.
- The U.S. Preventive Services Task Force and the U.S. Community Services Task Force use a hierarchy of evidence, with RCTs at the apex.
Postapproval Surveillance
- Longer-term postapproval surveillance (Phase 4 clinical testing) is increasingly important, allowing for a larger study sample and longer observation time.
- This permits the detection of side effects not seen in earlier studies, as seen in the removal of cyclooxygenase-2 inhibitor medications from the market.
Research Issues in Epidemiology
Dangers of Data Dredging
- Looking for messages in data carries the potential danger of finding those that do not really exist.
- "Data dredging" can lead to finding associations that do not represent true relationships.
- Hypothesis development and testing should be based on different data sets.
- Correlational studies are useful for developing hypotheses, not for testing them.
- A celebrated example of the problem of data dredging is the reported association between coffee consumption and pancreatic cancer, which was later found to be unfounded.
The Problem of Multiple Hypotheses
- With multiple hypotheses, the greater the number of hypotheses tested, the more likely that at least one of them will be found "statistically significant" by chance alone.
- One possible way to handle this problem is to lower the p-value required before rejecting the null hypothesis.
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Description
Research is the process of answering a question that can be answered by appropriately collected data. This quiz explores the different aspects of research design, including descriptive research.