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Summary of Core Research Attributes
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Primary Research
The direct collection of original data by researchers to answer a specific research question.
Independent Variable
The predictor or manipulated variable that the researcher controls or assigns
Dependent Variable
The outcome or response variable that is measured to assess the effect of the independent variable.
Null Hypothesis
No difference or relationship exists between the independent and dependent variables
Secondary Research
Summarizes, evaluates, and synthesizes findings from multiple primary research studies to describe the overall state of knowledge on a topic.
Case Study
A detailed observation of a single individual or event, often involving rare diseases, injuries, or unique circumstances.
Case Series
Expands on a case study by observing multiple similar cases, often matched by key characteristics
Cohort Study
Follows a group (or multiple groups) over time to examine relationships between exposures and outcomes.
Randomized Controlled Trial (RCT)
intervention study where researchers control the allocation of treatments and the study environment
Placebo
Non-active treatment designed to be indistinguishable from the real intervention
Blinding
Reduces bias by limiting knowledge of treatment assigned
Single-blind (subject)
Participants do not know which treatment they receive
Single-blind (observer)
Researchers do not know treatment assignment
Double-blind
Neither participants nor researchers know assignments
Open-label
Both participants and researchers are aware of treatments
Gold Standard Design
The randomized, double-blind, placebo-controlled, crossover design is considered the highest standard in experimental research
Association
Two variables are related, but one does not necessarily cause the other
Causation
A change in one variable directly produces a change in another
Anecdote
A personal story or observation based on limited experience rather than systematic research
Narrative Review
Expert-selected summary of studies, flexible and interpretive, more susceptible to author bias
Systematic Review
Uses predefined transparent methods, comprehensive and unbiased
Meta-Analysis
A subtype of systematic review, applies statistical weighting based on sample size and effect size, produces a quantitative summary conclusion
Ethical and Practical Considerations in Study Design
Some research questions cannot ethically be studied using RCTs, such as inducing disease or harmful behaviors. In these cases, observational designs like cohort studies are more appropriate and ethical.
Retrospective study
Examines existing data to identify exposures and outcomes from the past.
Prospective Study
Identifies participants without the outcome and follow them over time to see who develops the outcome
Cross-sectional Study
Assesses both exposure(s) and outcome(s) simultaneously in a population at one point in time.
Parallel Study Design
Participants are randomly assigned to one of two (or more) intervention groups and followed in parallel.
Cross-Over Study Design
Participants receive two (or more) interventions in a random order, with a washout period in between. Subjects may start with Intervention A or Intervention B (randomized).
Pre-Post Study Design
Participants are measured before the intervention (baseline) and after the intervention to assess change.
Peer Review
A process by which experts in a field of study independently evaluate a manuscript for quality.