Chapter 4 – Research Methods in Clinical Psych Copyright © 2014 John Wiley & Sons, Inc. All...
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Transcript of Chapter 4 – Research Methods in Clinical Psych Copyright © 2014 John Wiley & Sons, Inc. All...
Chapter 4 – Chapter 4 – Research Research Methods in Methods in Clinical PsychClinical Psych
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Everyday Experience and Everyday Experience and ObservationObservation
Professional Experience and Professional Experience and ObservationObservation
Addressing Applied Problems Addressing Applied Problems and Needsand Needs
Previous ResearchPrevious Research TheoryTheory
Ways of Generating Ways of Generating Research HypothesesResearch Hypotheses
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Correlation – the variables are Correlation – the variables are associated in some wayassociated in some way
Moderation – one variable Moderation – one variable influences the direction or size of influences the direction or size of anotheranother
Mediation - one variable explains Mediation - one variable explains the relationship between two the relationship between two othersothers
Relationships Between Relationships Between VariablesVariables
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Institutional approvalInstitutional approval Informed consentInformed consent Inducements for participationInducements for participation Deception in researchDeception in research Debriefing Debriefing Humane care for animalsHumane care for animals Reporting resultsReporting results
Ethics in Research Ethics in Research (some principles)(some principles)
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Internal validityInternal validity – controlling for biases – controlling for biases External validityExternal validity – how representative – how representative
and applicable the study isand applicable the study is Statistical conclusion validityStatistical conclusion validity – whether – whether
the study was designed in a way to the study was designed in a way to adequately test hypotheses through adequately test hypotheses through statistical methodsstatistical methods
StatisticalStatistical versus versus clinicalclinical significance significance– Effect sizeEffect size
Important Concepts to Important Concepts to Clinical ResearchClinical Research
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Case StudyCase Study – detailed description of – detailed description of a case, which can allow for a great a case, which can allow for a great deal of hypothesis generatingdeal of hypothesis generating– Down side: many threats to internal Down side: many threats to internal
validity making it difficult to generalizevalidity making it difficult to generalize Single case designsSingle case designs A-B (two A-B (two
measures of symptoms pre and post measures of symptoms pre and post treatmenttreatment– A-B (designs with a number of clients)A-B (designs with a number of clients)– A-B-A (designs with one person at A-B-A (designs with one person at
different time points)different time points)
Clinical Research Clinical Research DesignsDesigns
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Correlational designsCorrelational designs – association – association of variables (most common) of variables (most common) – Note even DSM group v control is a Note even DSM group v control is a
correlational design correlational design – ‘‘Median splitsMedian splits’ on a particular variable’ on a particular variable– Factor analysisFactor analysis – the underlying – the underlying
structure of a variablestructure of a variable– Mediator v Moderator designsMediator v Moderator designs– Structural equation modeling Structural equation modeling
Clinical Research Clinical Research DesignsDesigns
Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.
Quasi-experimental designsQuasi-experimental designs – – comparing groups when random comparing groups when random assignment is not available or assignment is not available or ethicalethical
Experimental DesignsExperimental Designs (the ‘gold (the ‘gold standard’ in clinical research) – standard’ in clinical research) – random assignment and random assignment and experimental manipulationexperimental manipulation– Randomized controlled trialsRandomized controlled trials (RCT) (RCT)
Clinical Research Clinical Research DesignsDesigns
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Meta-analysisMeta-analysis – summarizing – summarizing several similar studies through a several similar studies through a statistical analysisstatistical analysis– Effect sizeEffect size – a statistical measure of – a statistical measure of
how strong the experimental effect is how strong the experimental effect is (i.e., statistical significance does not (i.e., statistical significance does not say how strong the effect is, only that say how strong the effect is, only that it is unlikely to have randomly it is unlikely to have randomly occurred) occurred)
Clinical Research Clinical Research DesignsDesigns
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Importance of selecting a Importance of selecting a representative samplerepresentative sample (age, (age, gender, SES, ethnicity, etc.)gender, SES, ethnicity, etc.)
Sampling strategySampling strategy – how – how participants are chosen/recruitedparticipants are chosen/recruited– Probability samplingProbability sampling – requesting – requesting
participants from say, every 10participants from say, every 10thth person in a neighborhoodperson in a neighborhood
– Non-probability samplingNon-probability sampling – recruiting – recruiting through a method that will reach as through a method that will reach as many people as possible many people as possible
Selecting the Selecting the Participants Participants
Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.
Setting the sample sizeSetting the sample size – making – making sure there are enough participants sure there are enough participants to detect differences in groupsto detect differences in groups– Low powerLow power– Sufficient sample sizeSufficient sample size– Statistical significanceStatistical significance– Clinical significance Clinical significance
Selecting the Selecting the Participants Participants
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Self-Report MeasuresSelf-Report Measures – – participant report.participant report.
Informant-Report MeasuresInformant-Report Measures – – report by someone who knows the report by someone who knows the participantparticipant
Rater EvaluationsRater Evaluations – – research research assistant rates the participantassistant rates the participant
Performance MeasuresPerformance Measures – – how a how a participant does on a task (e.g., participant does on a task (e.g., reaction time or behavioral reaction time or behavioral measure)measure)
Selecting the Selecting the Measures Measures
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Projective MeasuresProjective Measures – – participant participant responses to ambiguous stimuli, which may responses to ambiguous stimuli, which may reflect the internal state of the participantreflect the internal state of the participant
Observation of BehaviorObservation of Behavior - - coding coding systems used to summarize complicated systems used to summarize complicated behavior behavior
Psychophysiological MeasuresPsychophysiological Measures – – a a range of measures reflecting biological range of measures reflecting biological markers (e.g., heart rate, blood pressure, markers (e.g., heart rate, blood pressure, neural activity)neural activity)
Archival DataArchival Data – – Data stored for some Data stored for some other purpose used for research (e.g., other purpose used for research (e.g., police records, health care utilization police records, health care utilization records, and academic records)records, and academic records)
Selecting the Selecting the Measures Measures
Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.
ReliabilityReliability Internal Consistency: Internal Consistency: How homogeneous the How homogeneous the
test items aretest items are Test-Retest Reliability: Test-Retest Reliability: How stabile over time How stabile over time
scores on a measure arescores on a measure are Inter-Rater Reliability: Inter-Rater Reliability: The consistency of The consistency of
scores on a measure across different raters or scores on a measure across different raters or observers.observers.
ValidityValidity Content Validity: Content Validity: How fully and accurately the How fully and accurately the
measure represents the construct being measure represents the construct being assessedassessed
Face Validity: Face Validity: How much the measure overtly How much the measure overtly appears to be measuring the construct of appears to be measuring the construct of interest.interest.
Psychometric Psychometric Properties of the Properties of the Measures Measures
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Validity (cont.)Validity (cont.) Criterion Validity: Criterion Validity: The association of a The association of a
measure with a related criterionmeasure with a related criterion Concurrent Validity: Concurrent Validity: The association The association
of a measure with other relevant data of a measure with other relevant data measured at the same point in time.measured at the same point in time.– Predictive Validity: Predictive Validity: The association The association
of a measure with other relevant data of a measure with other relevant data measured at some future point in measured at some future point in time.time.
Psychometric Psychometric Properties of the Properties of the Measures Measures
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.
Validity (cont.)Validity (cont.) Convergent Validity: Convergent Validity: The association The association
between a measure and either other between a measure and either other measures of the same construct or measures of the same construct or conceptually related constructsconceptually related constructs
Discriminant Validity: Discriminant Validity: The association The association between measures that, conceptually, between measures that, conceptually, should not be relatedshould not be related
Incremental Validity: Incremental Validity: The extent to The extent to which a measure adds to the prediction which a measure adds to the prediction of a criterion beyond what can be of a criterion beyond what can be predicted with other measurement datapredicted with other measurement data
Psychometric Psychometric Properties of the Properties of the Measures Measures
Copyright © 2014 John Wiley & Sons, Inc. Copyright © 2014 John Wiley & Sons, Inc. All rights reserved.All rights reserved.