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Population
Epidemiology focuses on disease occurrence among groups of people rather than individuals
Prevalence
The number of existing cases of a disease or health condition in a population at a designated time.
Incidence
The number of new health-related events (instances of people falling ill) in a defined population during a specified period.
Intervention study
An investigation involving an intentional change in a subject's status
Therapeutic trial
A study involving curative drugs or new surgical procedures intended to improve a patient's health.
Prophylactic trial
A trial designed to evaluate the effectiveness of a substance
Crossover
A clinical trial design involving a switch of study treatments for a patient
Randomization
A process using chance to assign subjects to either an intervention or control group
Manipulation
The control of the study factor (exposure) by the investigator rather than the subjects.
Blinding/Masking
A procedure where the subject (single-blind) or both the subject and investigator (double-blind) are unaware of which treatment is being received to reduce bias.
Ecologic comparison study
Assesses the correlation between exposure and disease rates among different groups over the same time period.
Ecologic trend study
Assesses the correlation between changes in exposure and changes in disease within the same group over different times.
Ecological fallacy
The error of making inferences about individuals based only on group-level data.
Correlation
A recognized pattern in data that shows the direction and strength of the relationship between variables.
Case definition
A conceptual and operational definition used to accurately classify and identify individuals who have a disease.
Odds
The ratio of the probability of an event occurring to the probability of it not occurring.
Recall bias
A type of systematic error where there is differential accuracy in remembering past events or exposures between study groups.
Temporality
The requirement that the cause must precede the effect for a causal association to exist.
Cohort
A population group distinguished by a common characteristic (such as birth year or exposure status) followed over time.
Attrition
The loss of subjects during a study due to factors like dropouts
Placebo
A nonactive substance that resembles the actual drug or treatment being tested.
Placebo effect
A beneficial health outcome resulting from a person's belief or anticipation that an intervention will help.
Clinical endpoints
The final outcomes measured in a trial
Efficacy
The extent to which an intervention produces a beneficial result under ideal conditions.
Number needed to treat
The expected number of people who must receive a treatment to prevent one unfavorable outcome.
Equipoise
The principle that a trial should only be conducted when there is genuine uncertainty about which treatment is better.
Distributive justice
The ethical requirement that study populations must be appropriate and non-exploitative.
Beneficence
The ethical obligation to maximize benefits while balancing them against risks to do good for the participant.
Informed Consent
A process where researchers explain risks and benefits to subjects so they can voluntarily decide to participate.
Respect for persons
The principle that participants must volunteer without undue influence and fully understand their role in the research.
Prevalence formula (disease in sample)
(Total with disease) / (Total study sample) = (A + C) / (A + B + C + D)
Prevalence formula (exposure in sample)
(Total exposed) / (Total study sample) = (A + B) / (A + B + C + D)
Incidence in exposed group
(New cases among exposed) / (Total exposed at risk) = A / (A + B)
Incidence in unexposed group
(New cases among unexposed) / (Total unexposed at risk) = C / (C + D)
General incidence rate
(Number of new cases) / (Total population at risk during the same time period)
Odds of exposure among cases
(Exposed cases) / (Unexposed cases) = A / C
Odds of exposure among controls
(Exposed controls) / (Unexposed controls) = B / D
Odds Ratio (OR) formula
(Odds of exposure in cases) / (Odds of exposure in controls) = (A/C) / (B/D) or cross-product (AD)/(BC)
Relative Risk (RR) formula
[A / (A + B)] / [C / (C + D)]
What makes a study design different than anecdotal evidence
Study design is formal
Observational vs. experimental research
Observational: no control over exposure; Experimental: researcher manipulates exposure and uses randomization.
More than one level of exposure
Exposure variable is continuous (e.g.
Descriptive vs. analytical studies
Descriptive: who
Typical uses of cross-sectional studies
Intervention planning
How case-control groups are formed
Based on disease status: cases have disease
Possible sources of cases and controls
Cases: disease registries
Why OR is normally not a measure of risk
Case-control studies are retrospective and select based on outcome
Population vs. hospital controls
Population: random from geographic area (representative but expensive); Hospital: from same facility (easier but may not represent general population).
Population-based vs. exposure-based cohort
Population-based: entire population or sample
Prospective
retrospective
Interpretation of correlation value
r from -1 to +1: direction (+ = both increase
What an odds ratio compares
Compares odds of exposure among cases to odds of exposure among controls.
Interpretation of OR
OR=1: no association; OR>1: exposure is risk factor; OR<1: exposure is protective factor.
Why cohort studies establish temporality
Start with disease-free participants
What relative risk compares
Compares risk (incidence) of disease in exposed group to risk in unexposed group.
Interpretation of RR
RR=1: no association; RR>1: exposure is risk factor; RR<1: exposure is protective factor.
Why RR or OR = 1 means no association
Numerator and denominator are equal
Why experimental designs are gold standard
Investigator controls exposure (dose/timing) and uses randomization to minimize confounding
What randomization accomplishes
Makes groups comparable by balancing known and unknown confounders
Clinical endpoints in experimental study
Final outcomes measured: rates of disease
Goal of therapeutic intervention
Evaluate drugs or procedures to cure or improve health of patients already suffering from a condition.
Goal of prophylactic intervention
Evaluate effectiveness of substance or program (e.g.
Ecologic study definition
Examines group/population as unit of analysis
Types of ecologic studies
Comparison: correlation among different groups same time; Trend: changes in exposure and disease within same group over time.
Ecologic study measure
Correlation (Pearson's r).
Ecologic study advantages
Quick
Ecologic study disadvantages
Ecological fallacy (incorrect individual inferences from group data); imprecise exposure measurement.
Cross-sectional study definition
Observational study measuring outcome and exposure simultaneously at a single point in time (snapshot).
Cross-sectional study unit of analysis
Individual.
Cross-sectional study measure
Prevalence (often called prevalence studies).
Cross-sectional study advantages
Relatively quick and inexpensive; useful for health planning and examining risk factor trends.
Cross-sectional study disadvantages
Cannot determine temporality; inefficient for rare or short-duration diseases.
Case-control study definition
Analytical study comparing diseased (cases) vs. non-diseased (controls) to identify differing exposure levels.
Case-control study directionality
Retrospective (looks backward from effect to cause).
Case-control study measure
Odds Ratio (OR).
Case-control study advantages
Best for rare diseases; efficient for long latent periods; allows evaluation of multiple risk factors.
Case-control study disadvantages
Vulnerable to recall bias; inefficient for rare exposures; difficult to establish clear temporal relationship.
Cohort study definition
Follows group with common characteristic over time to compare incidence of outcomes.
Cohort study measure
Relative Risk (RR).
Cohort study advantages
Establishes temporality; permits direct determination of risk; can examine multiple outcomes.
Cohort study disadvantages
Lengthy and expensive; susceptible to attrition; inefficient for rare diseases.
Experimental (RCT) definition
Investigator manipulates exposure and uses randomization to assign subjects to groups.
Experimental (RCT) purpose
Evaluate efficacy of therapeutic (curative) or prophylactic (preventive) measures.
Experimental (RCT) measure
Relative Risk (RR) or other clinical endpoints.
Experimental (RCT) advantages
Gold standard for causal inference; greatest control over exposure; minimizes confounding via randomization.
Experimental (RCT) disadvantages
Highly expensive and resource-intensive; limited external validity; ethical constraints prevent testing harmful exposures.