Statistics and Research Methods

Statistics and Research Methods

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Cross-sectional study

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Last updated

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Date created

Dec 2, 2021

Cards (113)

Terms

(113 cards)

Cross-sectional study

Front

An observational study that involves measurement at one point in time.

Back

Independent variable

Front

The manipulated variable in a true or quasi-experiment.

Back

Open trial

Front

A study in which all participants receive the targeted treatment and are aware of the treatment

Back

Allegiance effects

Front

A confound involving differences due to sites that are particularly associated with one of the treatments, resulting in a heightened level of expectation for the efficacy of that tx and unusually large tx effects.

Back

PRISMA statement

Front

A set of recommendations for the conduct of meta-analyses

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FDA Approval Process: Phase 0

Front

A small-sample study involving administration of a single, subtherapeutic dose of the medication to humans to verify that the medication acts in humans as expected.

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Number needed to treat

Front

An effect size statistic in circumstances where both variables are dichotomous estimating the number of additional patients who would need to receive the active treatment to achieve one more positive outcome.

Back

FDA Approval Process: Phase III (Therapeutic Confirmatory): 

Front

Large, multisite studies focusing on efficacy.

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Beta Level

Front

The acceptable (researcher-defined) probability of a Type I error.

Back

Blind

Front

Unaware of a condition or independent variable.

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Fatigue effect

Front

An order effect involving deterioration over time.

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Exclusionary criteria

Front

Criteria of excluding a participant from a study

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Type I error

Front

An error that involves rejecting the null hypothesis when the null hypothesis is true.

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Retrospective study

Front

A cross-sectional study in which information about past events is gathered.

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Prospective study

Front

A study in which events are used to predict events at later periods

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Washout period

Front

An interval between administration of repeated measures treatments to allow return to baseline.

 

Back

Coefficient alpha

Front

The most popular statistic for the estimation of internal reliability.

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Double-blind study

Front

Study where participants and providers are unaware of participants’ treatment conditions

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Number needed to harm

Front

An effect size statistic in circumstances where both variables are dichotomous estimating the number of additional patients who would need to receive the active treatment to achieve one more negative outcome (e.g., some side effect).

Back

Conflict of interest

 

Front

Economic or other factors that could compromise a researcher’s objectivity in a research study.

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Analysis of covariance

Front

An analysis similar to analysis of variance that allows for equalization of  participants on some potential confound.

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Phase IV (Therapeutic Use): 

Front

Research after approval, focusing on safety and new uses.

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Alternative hypothesis

Front

The proposition that some effect exists in a population

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Alpha level

Front

The acceptable (researcher-defined) probability of a Type I error.

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Pilot study

Front

A preliminary small-sample study that is often weak in terms of both internal and external validity.

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Relative risk

Front

The probability of improvement in the active treatment relative to the control condition

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Efficacy studies

Front

Studies in which internal validity is emphasized, to the detriment of external validity

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Effect size statistics

Front

Statistics that are designed to estimate the size of an effect in a sample or population. Effect:  Some hypothesized relationship or pattern. Effectiveness studies:  Studies in which external validity is emphasized, to the detriment of internal validity.

Back

Practice effect

Front

An order effect involving improvement over time

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Power

Front

The probability of rejecting the null hypothesis when the null hypothesis is false; the complement of beta.

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Phi coefficient

Front

The correlation coefficient in circumstances where both variables are dichotomous

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Standardized mean difference

Front

Several effect size statistics (e.g., d) that present the difference between two groups relative to the size of the standard deviation within groups

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Last observation carried forward

Front

Intent to treat comparison using the final observation for all participants in the study.

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Comparator

Front

A treatment alternative to the original treatment.

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Covariate

Front

A confound controlled through an analysis of covariance

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Reliability

Front

Degree to which variability within a set of scores is attributable to true variation rather than random error.

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Dependent variable

Front

The outcome variable in a true or quasi-experiment.

Back

Internal reliability

Front

A method of estimating reliability based on responses across multiple items of a test

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Case Studies

Front

Relatively unsystematic observation of single individuals; contrasted with single-subject designs

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Multiple baseline design

Front

A single-subject design that involves introducing intervention at different times across participants or settings

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Crossover study

Front

A repeated measures study in which the same participants receive all treatments.

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Nuisance variables

Front

Variables that could cause spurious relationships between variables in a study.

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Pharmacokinetics

Front

The body’s effect on a drug.

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CONSORT statement

Front

A set of recommendations for the conduct of randomized controlled trials.

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Statistical conclusion validity

Front

Activities that compromise the validity of the conclusions derived from quantitative data.

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Order effects

Front

Confounds in repeated measures studies having to do with the order in which treatments are received

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Partial counterbalancing

Front

Counterbalancing using some possible orders of treatments

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Critical value

Front

The value for some test statistic at which the null hypothesis is rejected given a predefined alpha level.

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Assumptions

Front

Statistical requirements underlying the use of a statistical method

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Construct validity

Front

Having to do with the relationship between the operations performed in the process of conducting the study and the latent constructs they are intended to represent.

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Open-label trial

Front

A study in which all participants receive the targeted treatment and are aware of the treatment

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Single-blind study

Front

A study in which participants are unaware of their treatment condition

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Preexisting groups design

Front

A between-group study with non-random assignment

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Repeated measures design

Front

A comparison of matched groups, because of a dependency between groups or a within-group design.

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Institutional Review Board

Front

A committee that must approve any research conducted by an organization hoping to receive federal funding for research.

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Black Box Warning

Front

A warning of serious side effects associated with a medication.

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FDA Approval Process: Phase I (Human Pharmacology):

Front

A small-sample study that focuses on safety, pharmacodynamics, pharmacokinetics, and dose ranging in humans

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ABAB design

Front

A single-subject design involving sequential administration and removal of the active treatment

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Parameter

Front

A population statistic.

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Moderators

Front

Third variables that influence the strength of the relationship between the treatment variable and outcomes.

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Confounds

Front

Variables that could cause spurious relationships between variables in a study

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Observed cases

Front

A comparison of  treatments based only on participants who completed the study

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Inclusionary criteria

Front

Criteria for including a participant in a study

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Pharmacodynamics

Front

A drug’s effect on the body

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Significance testing

Front

An inferential strategy developed to evaluate whether null hypotheses are true in a population.

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Null hypothesis

Front

The proposition that a given effect is absent in a population

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Carryover effect

Front

A confound in repeated measures studies in which one treatment influences response to the next.

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Informed consent

Front

Agreement to participate in research under conditions of full disclosure.

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Absolute risk

Front

The probability of improvement in the active treatment

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Pretest-posttest design

Front

A study involving a single group that receives the active treatment

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Waitlist control

Front

An alternative to the active treatment involving no treatment

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Longitudinal design

Front

A study that involves observation over an extended period of time.

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Analysis of variance

Front

A statistical method developed by Sir Ronald Fisher that involves one or more categorical independent variables of two or more groups and one-dimensional dependent variable.

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Dose-response curve

Front

Variation in relationship between tx and outcome across medication dosage

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Observational research

Front

A study in which there is no assignment or manipulation by the researcher

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Type II error

Front

An error that involves retaining the null hypothesis when the null hypothesis is false.

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Titrating

Front

A method for determining the endpoint of a reaction, and therefore the precise quantity of a drug needed to achieve the reaction.

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Fishing expedition

Front

Study where numerous analyses are conducted but only those that are significant are reported.

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In vitro research

Front

Research conducted in test tubes

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Test-retest reliability

Front

Method of estimating reliability based on responses across multiple administrations of some test.

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True experiment

Front

A study in which the researcher randomly assigns participants to a condition and differences in condition on some outcome that is evaluated.

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Market exclusivity

Front

The period during which FDA approval permits a company to market a medication exclusively.

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Intraclass correlation coefficient

Front

A statistic used to estimate reliability

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External validity

Front

Degree to which inferences are likely to generalize across populations and contexts

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Validity

Front

The extent to which inferences derived from a research study must be considered conditional or compromised by limitations of the study itself.

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Survival analysis

Front

A set of statistics used to study the attrition process itself.

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In vivo research

Front

Research conducted with humans or in culture

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Between Group Design

Front

A comparison of two or more separate groups.

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Spurious relationships

Front

Relationships between variables that are attributable to a third variable.

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Correlation coefficient

Front

A standardized measure of the degree to which one variable can be predicted from the other

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Full counterbalancing

Front

Counterbalancing using all possible orders of treatments.

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Internal validity

Front

The degree to which the inferred causes of a relationship are justified by the results

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Within-group design

Front

A study in which the same participants are exposed to all conditions.

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Interaction

Front

A statistical product of a moderator relationship in analysis of variance

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Nested design

Front

An experimental design in which the variables are arranged in an explicit hierarchy.

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Therapeutic window

Front

The range of dosages in which the medication is efficacious.

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Meta-analysis

Front

A variety of methods used to estimate outcomes across a series of studies (usually effect size statistics) to provide a summative analysis of some body of literature

Back

Placebo

Front

An alternative overtly similar to the active treatment that should not demonstrate ameliorative physiological effects but should activate similar expectations of improvement.

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Power analysis

Front

A procedure for estimating the appropriate sample size to achieve a desired level of power

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Counterbalancing

Front

Systematic changes in the order of administration of treatment’s in a repeated measures study to minimize order effects

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Triple-blind study

Front

A study in which participants, care providers, and data gatherers are unaware of participants’ treatment conditions.

Back

Intent to treat

Front

Analysis involving all individuals for whom there was an intention of tx regardless of participation level.

Back

FDA Approval Process: Phase II (Therapeutic Exploratory): 

Front

The first large-sample studies conducted to evaluate safety, dose-ranging, and efficacy in humans.

Back

Odds ratio

Front

An effect size statistic in circumstances where both variables are dichotomous based on the relative odds of improvement in two treatments

Back

Classical test theory

Front

A dominant approach to evaluating measurement devices in psychology that focuses on the estimation of reliability.

Back

Dose ranging

Front

Identifying the range of dosages likely to define the therapeutic window

Back

Relative risk ratio

Front

An effect size statistic in circumstances where both variables are dichotomous based on the relative probability of improvement in two treatments

Back

Inter-rater reliability

Front

A method of estimating reliability based on responses across multiple raters using the same test.

Back

Confidence intervals

Front

A range of values derived from a sample in which a parameter is likely to fall.

 

Back

Quasi-experiment

Front

A study that involves conditions to which participants are not randomly assigned

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Randomized controlled trials

Front

A true experiment in which individuals are assigned to treatment conditions

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Nocebo

Front

Deterioration or side effects in response to a placebo; or, any adverse event associated with a treatment

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Mixed-factors ANOVA

Front

An analysis of variance involving at least one between group and at least one within-group independent variable.

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