presenter: kristyn j. smith, ba research assistant case family medicine research division...
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Presenter: Kristyn J. Smith, BA Research Assistant CASE Family Medicine Research Division
Authors: Sonja Harris-Haywood, MD, MSAssistant Professor,Research Division, Dept. Family MedicineCase Western Reserve School of Medicine
Tawara Goode, MSAssistant Professor and Director of the National Center for Cultural Competence (NCCC)Georgetown University Medical Center
Suzanne Bronheim, PhDAssociate Research Professor of PediatricsGeorgetown University Center for Child and Human Development
Psychometrics of the CCHPA7th National Conference on Quality Health Care for Culturally Diverse Populations (DiversityRX)Baltimore, MD
October 20,2010
National Center
for Cultural Competence
Presentation Created By: Kristyn Smith, BA
Psychometrics of the CCHPA• Background
▫ How was the CCHPA developed?• Methods
▫ Who participated in the study ?• Analyses
▫ What analyses was performed?• Results
▫ Is the CCHPA valid and reliable? ▫ What items are on the CCHPA?▫ What are the respondents scores on the CCHPA?
• Conclusion▫ Implications▫ Future studies
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Background
Cultural and linguistic competency is hypothesized to be a mechanism by which health care providers can reduce health disparities and provide quality and equitable care to racially, ethnically, culturally, and linguistically diverse populations.
Effective measures of CLC are needed to test this hypothesis.
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Gap in Knowledge
Few valid, reliable tools exist to accurately assess the cultural and linguistic competence (CLC) of health care providers
Most tools that exist have not had any validation and reliability analyses performed, meaning they have little data grounding their tools as an actual assessment of CLC
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Objective
To examine the validity and reliability of the Cultural Competence Health Practitioner Assessment (CCHPA)
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
The Cultural Competence Health Practitioner Assessment (CCHPA)129 item self-assessment of health care provider
cultural and linguistic competence developed by the National Center of Cultural
Competence(NCCC) ,Georgetown University Medical Center
Contained the following 6 content area subscales:▫ Values and Belief Systems▫ Cultural Aspects of Epidemiology▫ Clinical Decision-Making▫ Life Cycle Events▫ Cross-cultural Communication▫ Empowerment and Health Management
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Cultural and Linguistic CompetencyThe CCHPA is based on 2 definitions:
Cultural Competency is “a set of values and principles, that are demonstrated through behaviors, attitudes, policies, and structures that enable effective operations across cultures”. (Cross 1989)
Linguistic competency is “the capacity to communicate effectively and convey information that is easily understood by diverse audiences, including persons of limited English proficiency and low literacy skills” (NCCC 2000)
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Development of the CCHPA (2000-2002)
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometrics of the CCHPA Outline• Background
▫ How was the CCHPA developed?• Methods
▫ Who participated in this study?• Analyses
▫ What analysis was performed?• Results
▫ Is the CCHPA reliable and valid? ▫ What are some items on the CCHPA?▫ What are the healthcare providers’ scores on the
CCHPA?• Conclusion
▫ Implications▫ Future studies
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
MethodsCCHPA was posted online from January
2005 to May 2008
8,600 respondents voluntarily completed the CCHPA▫2,504 self identified as MD/DO
(physicians), PA/NP (clinicians), or RN/LPN/BSN (nurses)
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Study SampleCharacteristics of Respondents n* %
Gender Female Male
2176 325
86.9 13.0
Age<3031-4041-5051-60>60
72663166541358
29.1 25.3 26.716.62.3
Race White Black Asian Missing+
1816213145330
72.58.55.8
13.2Profession Nurse (RN, LPN, BSN) Clinician (P.A./N.P.) Physician (M.D./D.O.)
1864341299
74.4 13.7 11.9
*Due to missing data not all responses sum to the total of N=2504+Due to the small sample size of n = 40 respondents who identified as Pacific Islander, Native American/Alaskan Native, Latino, and Other were categorized as missing
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometrics of the CCHPA Outline• Background
▫ How was the CCHPA developed?• Methods
▫ Who participated in the study ?• Analyses
▫ What analysis was performed?• Results
▫ Is the CCHPA reliable and valid? ▫ What are some items on the CCHPA?▫ What are the respondents scores on the CCHPA?
• Conclusion▫ Implications▫ Future studies
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometric Analysis of the CCHPA
•Conducted using a 3-step process:
1)Factor Analysis
2)Item Response Theory (IRT)
3)Differential Item Function (DIF)
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometric Analysis of the CCHPA
1)Factor Analysis • determines how items group together to
measure smaller ideas within a larger construct.
Example: Math Test
Addition Multiplication
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometric Analysis of the CCHPA
2)Item Response Theory(IRT)• uses mathematical models (eg. Rasch) to provide a framework for evaluating the reliability and validity of a questionnaire. • IRT is based on the idea that the probability of answering an item correctly is a mathematical function of the person’s ability and the item difficulty.
Example: Math TestEasy question: 1+1 = 2More difficult question: (53 + 28) -18 = 135
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometric Analysis of the CCHPA
3)Differential Item Function(DIF)• determines whether item difficulty differs by
groups(eg. gender, race, and profession).• the presence of DIF indicates an item in a
measure may be biased toward a particular group.
Example: Math Test1. If the number of yards on a football field were reduced by half, how long would the new field be?
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometrics of the CCHPA Outline• Background
▫ How was the CCHPA developed?• Methods
▫ Who participated in the study ?• Analyses
▫ What analysis was performed?• Results
▫ Is the CCHPA reliable and valid? ▫ What are some items on the CCHPA?▫ What are the respondents scores on the CCHPA?
• Conclusion▫ Implications▫ Future studies
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometric Analysis of the CCHPA
1)Factor Analysis • determines how items group together to measure smaller domains with
in the larger construct. 9
2)Item Response Theory (IRT)• uses mathematical models(e.g. Rasch) to provide a framework for
evaluating the reliability and validity of a questionnaire.
• IRT is based on the idea that the probability of a correct response to an item, is a mathematical function of the person’s ability and the item difficulty.
25
3)Differential Item Functioning (DIF)• determines whether item difficulty differs by groups. (eg. gender, race,
and profession). The presence of DIF indicates an item in a measure may be biased toward a particular group.
28 62 of the original 129 items were removed
67 valid and reliable items underwent further analysis
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Results• 3 factors responsible for 46% of the variance+.
Factor I : Knowledge of cultural and linguistic competence Factor II :Implementation of culturally and linguistically
competent careFactor III: Community Engagement
Factors Items Separation Index
Cronbach’s α
Factor I 24 13.82 0.92
Factor II* 21 11.59 0.88
Factor III* 23 22.64 0.92
* Includes 2 questions that loaded on factors 2 & 3 (so 2 questions counted twice)+Factors contributing to at least 10% of the variance are desirable
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 1: Knowledge of Cultural and Linguistic Competence
Item Difficulty Calibration
Logit Easiest Item
6. I know the impact of family dynamics on health care decisions (e.g., high value placed on decisions of elders, differing gender roles, role of extended family etc.).
-1.01
Most Difficult Item
1.I know the following values and belief systems for culturally diverse groups in my service area related to: g. traditional healing practices
1.11
Scored on a 4 point Likert scale of knowledge with 1 being Not at all, 2 barely, 3 fairly well, and 4 very well
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 2: Implementation of Culturally and Linguistically Competent Care
Item Difficulty Calibration
Logit Easiest Item
30. I modify treatment and discharge plans when serving individuals with disabilities and their families.
-0.7
Most Difficult Item
17. I integrate knowledge of diverse values and belief systems related to healing and wellness in treatment/discharge planning.
0.52Scored on a 4 point Likert scale of frequency with 1 being Never, 2 Seldom, 3 Sometimes, and 4 Regularly
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 3: Community Engagement
Item Difficulty Calibration
Logit Easiest Item
21. I keep abreast of current literature on research findings and evidence-based practices that report the complex array of biologic, economic, environmental, social and cultural factors that are known to contribute to health disparities among racial and ethnic groups.
-1.05
Most Difficult Item22.I have developed affiliations with traditional healers (e.g., curanderas, santeras, medicine men or women, espiritistas) to enhance health care access and utilization within the communities I serve.
1.38
Scored on a 4-point Likert scale of frequency and knowledge with 1 meaning “Never or Not at all” to 4 “Regularly or Very Well”, respectively
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Scoring of the CCHPAEach factor is scored individually
Scores from LEAST competent to MOST competentFactor 1 (Knowledge) score range: 24 - 96Factor 2 (Implementation) score range: 21 – 84Factor 3 (Community Engagement) score range:
23 - 92
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 1 and 3 : Knowledge & Community Engagement Wright Item Person Map
Items
Respondents
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
F2: Implementation Wright Item Person Map
Majority of People
Majority of Items
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometric Analysis of the CCHPA
Wright Item Person maps show that:
Factor 1 & 3 need additional items to better distinguish people with high and low ability
Factor 2 needs additional items in the difficult range
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Relationship between Factors Scores:
Pearson Correlations**
FACTORSFactor 1
Knowledge
Factor 2Implementatio
n
Factor 3 Community Engagement
Factor 1
1 .568* .584*
Factor 2
.5 68 * 1 .665*
Factor 3
.584 * .665* 1
*p=.001**Pearson correlation >0.5 is a moderate association
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 1: Knowledge Scores by Respondent Demographics
Group N MeanF1 Score+
(24-96)
Std. Deviation
Effect Size
Race/Ethnicity*
White 1816 63.8 12.5 .42
Black 213 69.1 12.5
Asian 145 65.0 13.8 .31*Effect size ≥ 0.5 indicates moderate clinical effect+Mean scores may be slightly inflated due to the homogeneity of the sample
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 2: Implementation Scores by Respondent Demographics
Group NMean
F2 Score(21 -84)+
Std. Deviation
Effect Size*
Gender*Male 262 64.7 14.2 .30
Female 1614 68.1 12.4
*Effect size ≥ 0.5 indicates moderate clinical effect+Mean scores may be slightly inflated due to the homogeneity of the sample
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor 3: Community Engagement Scores by Respondent Demographics
Group N Factor 3 MeanScore
(23-92)+
Std. Deviation
Effect Size*
AgeUnder 30 years 413 57.3 15.7 small31 – 40 years 58 58.6 17.341 – 50 years 726 53.3 15.0 .3151 – 60 years 631 51.7 14.7 .43Over 60 years 665 53.6 15.7 .30Profession
Physicians (MD/DO) 299 58.5 15.3 smallClinicians (PA/NP) 341 59.1 14.3Nurses (RN/LPN) 1864 52.1 15.2 .47
*Effect size ≥ 0.5 indicates moderate clinical effect+Mean scores may be slightly inflated due to the homogeneity of the sample
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Factor Scores & Employer Sponsored Training – Variable Relationship ValidityEmployer Sponsored Training+
N F1 Score**
Effect Size#
F2 Score*
Effect
Size#
F3 Score*
Effect Size#
No Training 307 63 small 64 .32 47 .48
Training 2152
65 68 55
*Statistically significant at the .001 level**Statistically significant at the .002 level+45 respondents did not answer the training question#Effect size ≥ 0.5 indicates moderate clinical effect
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Psychometrics of the CCHPA Outline• Background
▫ How was the CCHPA developed?• Methods
▫ Who participated in the study ?• Analyses
▫ What analysis was performed?• Results
▫ Is the CCHPA reliable and valid? ▫ What items are on the CCHPA?▫ What are the respondents scores on the CCHPA?
• Conclusion▫ Implications▫ Future studies
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Implications: Cultural & Linguistic Competence as a Continuum
CCHPA contains 3 factors representing 3 domains▫Knowledge▫Implementation▫Community Engagement
Builds on Cross’ theory of cultural competency as a continuum
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Implications: Cultural & Linguistic Competency
3 Level Continuum
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Conclusion
The Cultural Competence Health Practitioner Assessment (CCHPA) is a criteria-related valid and reliable self-assessment of healthcare provider cultural & linguistic competence
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Current & Future Research CCHPA is currently being used to:
assess health care provider CLC in multiple settings and disciplines (including cancer and emergency care settings), this data will be used to validate the new items being added to the tool
test its association with the newly developed Patient Assessment of Cultural and Linguistic Competence (PACLC)
In the future the CCHPA will be used to:test the association of cultural and linguistic
competency to patient outcomes to reduce disparities in medication adherence and patient trust
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Funding InformationNational Institutes of Health
KL2 Multidisciplinary Clinical Research Training Program
National Cancer Institute RO1 Appraisal and Diagnostic Delay of Colon
Cancer
University Hospitals of Cleveland’s Case Medical Center Minority Faculty Development Fund Award
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
AcknowledgementsStephen Zyzanski, PhD
Psychometrician , Classical Theory ProfessorResearch Division Dept Family MedicineCase Western Reserve School of Medicine
Yong Gao, PhDPsychometrician, Item Response Theory & Differential Item Functioning Assistant ProfessorDept. KinesiologyBoise State University
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
Acknowledgements
Panel of Content Experts Joseph Betancourt, MD, MPHAlexander Green, MDDenice Cora-Bramble, MDMelanie Tervalon, MD, MPHRobert Like, MD, MSElena Rios, MD
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
AcknowledgementsSenior Investigators:
Sonja Harris-Haywood, MD, MSAssistant Professor Dept. Family Medicine, Research DivisionCase Western Reserve University, School of Medicine
Tawara Goode, MAAssistant ProfessorDirector, National Center of Cultural Competence Georgetown University Medical Center
Suzanne Bronheim, PhDAssociate Professor Dept. Pediatrics, Georgetown University Center of Child & Human DevelopmentNational Center of Cultural Competence, Georgetown University Medical Center
©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development
THANK YOU FOR ATTENDING!
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©Case Western Reserve University – Family Medicine Research Division & National Center of Cultural Competence – Georgetown University Center for Child and Human Development