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Vocabulary practice flashcards covering introductory occupational therapy research methods, levels of evidence, experimental designs, data collection, psychometric properties, and measurement scales.
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Evidence-Based Practice (EBP)
The integration of the best available research evidence with clinical expertise and client values or preferences to make clinical decisions.
EBP uses evidence
Outcomes Research
Research that specifically examines the results of OT services and interventions.
Needs Assessment Research
Determines what specific services are needed within a population or community.
Participatory Research
Researchers work directly with the people or community being studied, rather than simply studying them.
Peer Review
An evaluation process where at least two other experts in the field evaluate research before publication to determine if it is scientifically sound, appropriate, credible, and worth publishing.
Quantitative Research
Formal, objective, and systemic research that uses numbers and statistics to answer a research question.
Descriptive Research
Uses numbers or statistics to summarize and describe what currently exists without establishing cause and effect.
Exploratory Research
Research that explores a topic that is not well understood to identify patterns or possible relationships without proving causation.
Critical Appraisal
The process of evaluating research to decide how trustworthy, strong, and useful it is.
Independent Variable
The variable that the researcher directly manipulates or changes.
Dependent Variable
The variable the researcher measures to see if it changes as a result of the manipulation.
Random Selection
A sampling process that determines who gets into a study, where everyone in the target population has an equal chance of being selected.
Random Assignment
A process that determines which group a participant enters, giving every participant an equal chance of being assigned to experimental or control groups.
Randomized Controlled Trial (RCT)
research design that randomly assigns participants to groups, includes an intervention, uses a control condition, and compares numerical outcomes between groups.
Level 1 Evidence
Systemic reviews that combine and summarize evidence from multiple relevant studies, often using meta-analyses, to answer a specific research question.
Level 2 Evidence
Randomized Trials that involve randomly assigned groups and compare outcomes but may not include a control group or blinding.
Level 3 Evidence
Non-randomized trials or cohort studies that compare outcomes between groups but do not involve random assignment.
Level 4 Evidence
Case-control studies or cross-sectional studies that analyze outcomes based on already existing groups without manipulation of variables.
Level 5 Evidence
Mechanism-Base Reasoning or Case Studies that provide insights from individual cases or expert opinions but lack broader empirical support.
Double Blinding
Neither the participant nor the researcher knows which condition or group the participant is in until the study is completed.
GRADE
A system used to rate the quality of evidence across four levels: High, Moderate, Low, and Very Low.
Descriptive Vividness
how well the researcher describes what was observed or experienced.
Methodological Congruence
assesses whether the research methods properly fit the research question.
Codebook
A document that explains how collected data are coded, which can include variable names, representations, and coding instructions.
Data Cleaning
The process performed before data analysis to check for missing data, incorrect entries, and impossible values.
Raw Data
Information as originally collected before any errors are corrected or variables are organized.
Cleaned Data
Data that has been processed to correct legitimate mistakes, address missing information, and organize variables for analysis.
Univariate Research
A descriptive design that examines one variable at a time to describe data and identify patterns using frequency, central tendency, and dispersion.
Incidence
The occurrence of new cases of a condition developing within a population over a specific timeframe.
Prevalence
How common a condition is within a population at a particular time, accounting for all existing cases.
Bivariate Research
Research design that examines the relationship between two variables simultaneously.
Correlation
Two variables change in relation to each other
Causation
One variable actually causes a change in another variable
Feasibility Study
A study that evaluates whether a planned intervention or study can actually be done by focusing on the possibility of executing the main study.
Pilot Study
A small-scale version of a planned main study that tests whether all parts of the study work together smoothly.
Fidelity
How closely and consistently an intervention is delivered as it was originally intended in the study protocol.
RE-AIM Framework
A framework evaluating real-world intervention implementation across Reach, Effectiveness, Adoption, Implementation, and Maintenance.
Efficacy
A measure of whether an intervention works under tightly controlled, ideal conditions.
Effectiveness
A measure of whether an intervention works under actual real-world clinical conditions.
Responsiveness/Sensitivity
the ability of a measure to detect meaningful change over time
Ceiling Effect
Occurs when scores are already so high that there is little room for improvement
Floor Effect
Occurs when scores are already so low that there is little room to detect further decline
Minimal Clinically Important Difference (MCID)
The smallest amount of change in an outcome measure that is considered clinically meaningful to the patient.
Individual RCTs
Individual people are randomly assigned
Cluster RCTs
Entire groups are randomly assigned
Crossover Design
An RCT design where participants receive all interventions in the study, but the sequence or order of administration is randomized.
Waitlist Control
An RCT design where participants are randomly assigned to either immediate intervention or delayed intervention.
Stepped-Wedge Design
An RCT design in which different clusters begin receiving an intervention at staggered, sequential time points.
Dropouts
A participant who leaves a study
Can threaten validity because the people who leave may be different from the people that remain
Intention-to-Treat (ITT)
participants are analyzed according to the group they were originally assigned to, even if they drop out or switch treatments.
Per-Protocol Analysis
An analytical approach that excludes participants who drop out or fail to follow the study protocol strictly.
Imputation
A statistical method used to estimate missing values in a dataset using available participant information.
Internal Validity
The extent to which one can be confident that the intervention or independent variable directly caused the observed outcome.
Selection Bias
Systematic error occurring when there is a structural difference between the target population and the actual sample studied.
Information Bias
Systematic inaccuracy occurring in the measurement or collection of study variables.
Confounding Variable
An outside variable that affects the outcome and interferes with determining if the independent variable caused the observed change.
Type I Error
A false positive error where a researcher concludes that a relationship exists when it actually does not.
Type II Error
A false negative error where a researcher concludes that no relationship exists when one actually does.
External Validity
The degree to which research results can be generalized outside the study to real-world settings and populations.
Construct
An abstract idea or concept that cannot be directly measured until it is explicitly defined.
Operationalizing
The process of turning an abstract construct into a concrete, measurable procedure or assessment that yields a score.
Nominal Scale
Names/Categories
A scale of measurement that classifies data into distinct categories without any inherent order or ranking.
Ordinal Scale
Order/Ranking
A scale of measurement where categories have a defined rank or order, but the distance between ranks is not equal.
Interval Scale
Equal Intervals
A measurement scale where numbers have equal distances between them, but there is no true absolute zero.
Ratio Scale
Equal Intervals + True Zero
A measurement scale featuring equal intervals between values and an absolute true zero point.
Classical Test Theory (CTT)
A theory represented by the formula Observed score=True score+Measurement error.
Standardization
Create a specific protocol for how the assessment should be administered
Everyone should administer in the same way
Reliability
The consistency of a measurement
Test-Retest Reliability
A reliability metric evaluated by administering the same assessment twice to the same subjects at different times to see if scores remain consistent.
Split-Half Reliability
A reliability metric obtained by dividing an assessment into two halves and comparing scores from each half.
Parallel Reliability
Create two versions if an assessment, give both forms at the same time, and compare the results
Internal Consistency
The degree to which questions or items on the same assessment measure the same general concept, often measured using Cronbach's alpha.
Validity
Is the interpretation/measurement actually appropriate for what is trying to be measured?
Concurrent Validity
The degree to which results of a new assessment agree with an established gold-standard assessment administered at the exact same time.
Predictive Validity
The extent to which an assessment score can accurately predict a future outcome.
Sensitivity
The ability of a measure or diagnostic tool to correctly detect when a target problem or condition IS present.
Specificity
The ability of a measure or diagnostic tool to correctly identify when a target problem or condition is NOT present.
Passive Observation
An observational approach where the researcher observes participants without directly interacting with them.
Participant Observation
An observational approach where the researcher actively joins and participates in activities with the subjects.
Natural Environment
research takes place where the participant normally lives/functions
Semi structured setting
some aspects of the environment are controlled
Standardized/laboratory setting
highest level of control over confounding factors
Structured Interview
An interview style that uses strict pre-established questions and standardization rules to minimize subjectivity.
Semi Structured Interview
Has predetermined open-ended questions, the interviewer has the flexibility to ask follow-ups, and probe for more information
Unstructured Interview
Very flexible, the interviewer relies heavily on background knowledge and onging interaction
Verbal Data
What the participant directly tells you
Behavioral Data
What the participant does
Proxy Data
Information from someone who knows the participant