PRF study materials
PRF study resources

PRF key terms

PRF · Get comfortable with the vocabulary.

Research question

A precise, answerable statement identifying the population, variables or phenomena, and outcome of interest that directs every later decision about design, sampling, and analysis.

Related: Study protocol, Primary outcome, Conceptual framework
Study protocol

A written plan fixed before data collection that specifies objectives, design, eligibility, sampling, measures, analysis, and governance, allowing reviewers to judge whether procedures were followed as intended.

Related: Research question, Primary outcome, Trial registration
Conceptual framework

An organized set of assumptions and constructs that explains how the investigator believes variables or phenomena relate, guiding which measures are chosen and which relationships are tested.

Related: Research question, Operational definition, Theoretical saturation
Primary outcome

The single prespecified measure that answers the main research question and on which the sample size calculation is based, protecting against selective emphasis on favorable results.

Related: Study protocol, Statistical power, Outcome reporting bias
Statistical power

The probability that a study will detect a real effect of a stated size, conventionally set at 0.80 or higher, determined by effect size, variability, alpha, and sample size.

Related: Primary outcome, Sampling error, Effect size
Informed consent

A voluntary agreement to participate given after a person receives and understands information about purpose, procedures, risks, benefits, alternatives, and the right to withdraw without penalty.

Related: Assent, Vulnerable population, Institutional review board
Institutional review board

An independent committee that reviews research involving humans or animals before it begins, judging risks, benefits, consent procedures, and protections for vulnerable groups.

Related: Informed consent, Vulnerable population, Research misconduct
Assent

Agreement to take part given by a person who lacks legal capacity to consent, such as a child, paired with permission from a parent or legally authorized representative.

Related: Informed consent, Vulnerable population
Vulnerable population

A group whose circumstances, such as imprisonment, cognitive impairment, poverty, or dependent status, raise the risk of coercion or harm and therefore require extra safeguards.

Related: Informed consent, Assent, Institutional review board
Research misconduct

Fabrication, falsification, or plagiarism in proposing, performing, or reporting research, distinct from honest error and from disputes about authorship or interpretation.

Related: Plagiarism, Data fabrication, Institutional review board
Plagiarism

Presenting another person's words, ideas, data, or images as one's own without adequate attribution, including close paraphrase and unattributed reuse of one's own prior work.

Related: Research misconduct, Data fabrication, Predatory journal
Data fabrication

Inventing data, participants, or results that were never actually collected or observed, a serious breach of integrity that invalidates any conclusion drawn from the record.

Related: Research misconduct, Plagiarism
Conflict of interest

A financial or personal interest that could reasonably be seen to bias professional judgment about a study's design, conduct, or reporting, disclosed so readers can weigh it.

Related: Trial registration, Predatory journal
Trial registration

Public recording of a study's design and outcomes in a recognized registry before enrollment, enabling comparison between what was planned and what was reported.

Related: Study protocol, Outcome reporting bias, Conflict of interest
Systematic review

A review that answers a focused question by using explicit, reproducible methods to locate, screen, appraise, and synthesize all eligible studies, often with meta-analysis.

Related: Meta-analysis, Publication bias, PRISMA
Meta-analysis

A statistical technique that pools effect estimates from multiple studies into a weighted summary estimate, quantifying consistency through measures such as heterogeneity.

Related: Systematic review, Effect size, Publication bias
Publication bias

The tendency for studies with significant or favorable results to be published, submitted, or cited more readily, distorting summaries built only from the available literature.

Related: Systematic review, Funnel plot, Outcome reporting bias
Funnel plot

A scatterplot of study effect size against a precision measure, used to inspect asymmetry that may suggest missing small studies with null or unfavorable findings.

Related: Publication bias, Meta-analysis
Critical appraisal

Structured judgment of a study's validity, results, and applicability, examining selection, measurement, confounding, and analysis to decide how much weight its findings deserve.

Related: Risk of bias, Level of evidence
Level of evidence

A ranking of study designs and evidence bodies by their capacity to support causal or clinical conclusions, typically placing systematic reviews of trials above single observational studies.

Related: Critical appraisal, Randomized controlled trial
Operational definition

A statement translating an abstract construct into concrete, observable procedures or scores, specifying exactly what is measured, how, and by which instrument.

Related: Construct validity, Reliability, Conceptual framework
Reliability

The consistency of measurements across repeated occasions, raters, or items, commonly quantified with coefficients of internal consistency, test-retest, or inter-rater agreement.

Related: Validity, Inter-rater reliability, Operational definition
Validity

The degree to which an instrument measures what it is intended to measure and supports the interpretations and decisions made from its scores in a given context.

Related: Construct validity, Reliability, Measurement error
Construct validity

Evidence that scores behave as the underlying theoretical concept should, shown through relationships with related measures, distinctness from unrelated ones, and sensitivity to expected change.

Related: Validity, Operational definition, Reliability
Inter-rater reliability

The extent to which different observers assign the same scores or categories to the same material, often summarized by kappa or intraclass correlation coefficients.

Related: Reliability, Measurement error
Measurement error

The difference between an observed value and the true value, arising from instrument imprecision, observer variation, or fluctuating conditions, which attenuates or distorts observed relationships.

Related: Reliability, Validity, Inter-rater reliability
Sampling error

The chance difference between a sample statistic and the population parameter it estimates, which shrinks as sample size grows and is reflected in confidence intervals.

Related: Statistical power, Confidence interval, Probability sampling
Probability sampling

Selection of participants by a random mechanism giving every eligible unit a known chance of inclusion, supporting generalization and unbiased estimation of population parameters.

Related: Sampling error, Convenience sampling
Convenience sampling

Recruitment of participants who are easiest to reach, which is practical and common in qualitative and pilot work but limits claims about representativeness and generalization.

Related: Probability sampling, Purposive sampling
Confounding

Distortion of an exposure-outcome relationship by a third variable associated with both, which can create, inflate, or mask an association unless addressed in design or analysis.

Related: Randomization, Risk of bias
Randomization

Allocation of participants to conditions by chance, which balances known and unknown confounders on average and supports causal interpretation of between-group differences.

Related: Confounding, Randomized controlled trial, Intention-to-treat analysis
Randomized controlled trial

An experiment in which participants are randomly assigned to an intervention or comparison condition and followed prospectively, providing the strongest single-study evidence for efficacy.

Related: Randomization, Intention-to-treat analysis, Level of evidence
Intention-to-treat analysis

Analysis that includes every randomized participant in the group originally assigned, regardless of adherence, preserving the benefits of randomization and giving conservative effectiveness estimates.

Related: Randomization, Randomized controlled trial, Attrition bias
Effect size

A standardized quantity describing the magnitude of a difference or association, such as a mean difference or correlation, independent of sample size and central to power planning.

Related: Statistical power, Meta-analysis, Confidence interval
Confidence interval

A range of plausible values for a population parameter, calculated so that a stated percentage of such intervals would contain the true value across repeated sampling.

Related: Sampling error, Effect size
Risk of bias

The likelihood that a study's design, conduct, or analysis produced a result deviating systematically from the truth, assessed domain by domain in appraisal tools.

Related: Critical appraisal, Attrition bias, Confounding
Attrition bias

Distortion introduced when participants who leave a study differ systematically from those who remain, especially when dropout is unequal across comparison groups.

Related: Intention-to-treat analysis, Risk of bias
Outcome reporting bias

Selective reporting of some measured outcomes or analyses while omitting others, typically favoring statistically significant or expected findings over null results.

Related: Trial registration, Publication bias, Primary outcome
Purposive sampling

Deliberate selection of information-rich cases that meet criteria relevant to the research question, common in qualitative work where statistical representativeness is not the aim.

Related: Convenience sampling, Theoretical saturation, Triangulation
Theoretical saturation

The point at which additional data collection yields no new codes, themes, or insights, used to justify ending sampling in qualitative studies.

Related: Purposive sampling, Triangulation, Conceptual framework
Triangulation

Use of multiple data sources, methods, investigators, or theories to examine the same phenomenon, strengthening confidence when findings converge and revealing discrepancies worth explaining.

Related: Purposive sampling, Theoretical saturation, Mixed methods
Mixed methods

A design that combines qualitative and quantitative data within one study, integrating them through explicit procedures such as convergent, explanatory sequential, or exploratory sequential structures.

Related: Triangulation, Purposive sampling
Data management plan

A document describing how data will be named, stored, backed up, access-controlled, documented, shared, and eventually destroyed, written before collection begins.

Related: Metadata, Data anonymization, Reproducibility
Metadata

Descriptive information about data, such as variable labels, units, collection dates, and coding decisions, that makes a dataset intelligible and reusable by others.

Related: Data management plan, Reproducibility
Data anonymization

Irreversible removal or transformation of identifying information so that individuals cannot reasonably be re-identified, stronger protection than pseudonymization or simple de-identification.

Related: Data management plan, Informed consent
Reproducibility

The ability of another researcher to obtain the same results using the same data and analysis code, supported by shared materials, documented steps, and version control.

Related: Metadata, Data management plan, Preregistration
Preregistration

Public posting of hypotheses, design, and analysis plans before data are examined, distinguishing confirmatory tests from exploratory analyses conducted after seeing results.

Related: Trial registration, Reproducibility, Outcome reporting bias
PRISMA

A reporting guideline for systematic reviews that specifies items for search strategy, study selection, risk of bias, synthesis, and a flow diagram of records screened and included.

Related: Systematic review, Reporting guideline
Reporting guideline

A checklist of items that a study report should include so readers can judge methods and replicate work, with versions tailored to designs such as trials, observational studies, or qualitative research.

Related: PRISMA, Outcome reporting bias
Predatory journal

A publication that charges fees while providing little or no peer review or editorial oversight, often soliciting submissions aggressively and misrepresenting its indexing and impact.

Related: Plagiarism, Conflict of interest, Reporting guideline
Knowledge translation

The process of moving research findings into practice, policy, or public understanding through tailored messages, stakeholder engagement, and attention to local context and barriers.

Related: Reporting guideline, Mixed methods