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Perspectives and Research  on Minority Health and Health Disparities Leo S. Morales, MD, PhD Associate Professor Division of General Internal Medicine and Health Services Research, UCLA
Education and Training ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Professional Experience ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Areas of Research ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Changing Demographics of United States: Population Projections 2000-2100 Source: US Census Bureau Projections, Middle Series, 2000
Population Trends in California (2005) Source: American Community Survey, 2004
Immigration Trends, 1850-2000
Origins of Immigrants to United States (1900)
Origins of Immigrants to United States (2000) Latin America 51.7%
Hispanics Are Younger than Whites Aging Labor
Age Distribution of Mexican-American Population by Generational Status FIGURE 1.  Age-sex composition of Mexican-origin population by generation, 1998-2002.   Note.   Males on the right and females on the left.  First generation are immigrants; second generation are US-born with at least one foreign-born parent; third generation and higher are US-born with US-Born parents.   Source:   Hispanics and the Future of America , National Research Council, 2006.  Females Males Aging Immigrants Patterns of Assimilation – 2 nd  Generation
 
 
 
 
Results from a study using the National CAHPS Benchmarking Database 1.0  (NCBD 1.0) Racial and Ethnic Differences in Patents’ Assessments of Pediatric Care in Medicaid Managed Care  (Weech-Maldonado et al., HSR, 2001) Disparities in Healthcare
Research Questions ,[object Object],[object Object]
Linking Patients’ Experiences of Health Care to Health Outcomes Health Care Delivery System Patients’  Experiences of Care Patients  Seek  Care Patients’ Assessments of  Care Health  Outcomes Adherence & Utilization
Data Source ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The CAHPS ®  Surveys ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Capturing Patients’ Experiences with Care: The CAHPS Survey Measures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example Global Rating Item 0  Worst Possible Health Care 1 2 3 4 5 6 7 8 9 10  Best Possible Health Care How Would You Rate Your Child’s Health Care?
Example of Multiple-Item Composite: Patient-Provider Communication ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Independent Variables ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analyses ,[object Object],[object Object],[object Object]
Selected Sample Characteristics
Regression Results: Minority Patients Report Worse Experiences with Care    Indicate significantly differences compared with whites at p<0.05 level.  Models control for parents’ age, gender, education and child’s health status.
Regression Results w/Home Language    Indicate significantly differences compared with whites at p<0.05 level.  Models control for parents’ age, gender, education and child’s health status.
Regression Results w/Home Language    Indicate significantly differences compared with whites at p<0.05 level.  Models control for parents’ age, gender, education and child’s health status.
Conclusions ,[object Object],[object Object],[object Object]
Impact of interpreters on parents' experiences with ambulatory care for their children.  Morales LS, Elliott M, Weech-Maldonado R, Hays RD. Med Care Res Rev. 2006 Feb;63(1):110-28.  Disparities in Healthcare
Research Question ,[object Object]
Data Sources ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Outcome Measures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Main Explanatory Variable
Other Explanatory Variables ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Analyses ,[object Object],[object Object],[object Object]
Sample Characteristics 8 2207 Other 18 4639 Asian/Pacific Islander 9 2623 White % (weighted) N (unweighted) 7 1,926 <25 years 44 11,469 25-34 years 41 10,680 35-44 years 9 2,199 ≥ 45 year Parents’ Education 20 5,206 0-8 Grade 15 3,941 9-11 Grade 30 7,811 12 Grade 34 9,103 >12 Grade Parents’ Race/Ethnicity  63 16729 Hispanic 2 473 African American Parents’ Age
Sample Characteristics 24 6,268 Good 37 9,697 Excellent % (weighted) N (unweighted) 41 11,231 English 47 12,458 Spanish 6 1,374 Cantonese 4 979 Korean 3 629 Vietnamese Child Age 34 9,006 0-5 Years 41 10,921 6-9 Years 25 6,744 10-13 Years Child Health Status 7 1,800 Fair/Poor 32 8,412 Very Good Survey Language
Access to Interpreters by Need Source:  Morales et al., 2006 N=26,671
Effect of Interpreters on Reports About Care Source: Morales et al, 2006 * * * * * * * Note: OLS regressions controlling for respondent’s age, respondent’s education,  child’s health status, child’s age,  survey language, plan membership, year.
Effect of Interpreters on Ratings of Care Source: Morales et al., 2006 * * * * * * * Note: OLS regressions controlling for respondent’s age, respondent’s education,  child’s health status, child’s age,  survey language, plan membership, year.
Variation in Access to Interpreters by Health Plan Source: Morales et, 2006
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Recently Completed Research on Disparities in Healthcare ,[object Object],[object Object]
Item and Scale Differential Functioning in the Mini Mental Status Examination Assessed Using the DFIT Framework Morales LS et al. Med Care. 2006 Nov;44(11 Suppl 3):S143-51.  Patient-Reported Outcomes
Self-Reported Vision by Racial/Ethnic Group Among Persons Visual Acuity of 20/25 or Better
Purpose of Study ,[object Object]
The Mini Mental Status Examination ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Source ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
MMSE Instrument ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
MMSE Spanish Translation ,[object Object],[object Object],[object Object]
MMSE Items 1-11 Categories Content Item 4 Name 3 objects MMSE11 2 Name of type of place MMSE10 2 Name floor of building MMSE9 2 Name 2 nearby streets MMSE8 2 Name city MMSE7 2 Name state  MMSE6 2 Name month MMSE5 2 State day of week MMSE4 2 State day of month MMSE3 2 State season MMSE2 2 State year MMSE1
MMSE Items 12-21 2 Copy design MMSE21 2 Write sentence MMSE20 4 Instructions w/paper MMSE19 2 Close eyes MMSE18 2 Repeat phrase MMSE17 2 Name wristwatch MMSE16 2 Name pencil MMSE15 4 Recall 3 objects MMSE14 6 Spell WORLD MMSE13 6 Serial 7s MMSE12 Categories Content Item
Sample Characteristics (n=1,578) 1 6 Asian 18 82 1 <1 98 17 39 44 76 Spanish (n=665) 54 46 32 62 5 31 42 28 75 English (n=913) 9+ years 0 – 8 years <0.001 Education White African American Latino <0.001 Race/Ethnicity 85+ years 75 – 84 years <0.001 <75 years Age 0.82 Female P-Value Gender
Statistical Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Testing Model Assumptions ,[object Object],[object Object],[object Object],[object Object]
Item-Scale Correlation and Alpha 0.87 0.89 Alpha 0.43-0.68 0.48-0.72 Range 0.62 0.67 Median 0.58 0.63 Mean Item-Test Correlations Spanish English MMSE
Results from CFA 1-Factor Solution 0.06 0.99 0.97 English 0.06 0.99 0.97 Spanish Root Mean Square Error of Approximation Rec: <0.05 Tucker-Lewis Index Rec >0.90 Comparative Fit Index Rec >0.90 MMSE
Evaluating Differential Item and Test Functioning
Testing for Differential Functioning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
2-Parameter Models I am unhappy some of the time I don’t care what happens to me I cry easily Severe Happy True  b  = 0.25 b  = 1.33 b  = -0.23 a  = 2.83 a  = 1.11 a  = 2.20
MMSE 2: Name Season NCDIF: 0.060 Cutoff: 0.006
MMSE 17: Repeat Phrase  NCDIF: 0.098 Cutoff: 0.006
MMSE 8: Name 2 Nearby Streets  NCDIF: 0.005* Cutoff: 0.006
MMSE 14: Recall 3 Objects  NCDIF: 0.106 Cutoff: 0.054
MMSE 19: Instructions with Paper NCDIF: 0.087 Cutoff: 0.054
MMSE Scale Response Functions Spanish English DTF: 0.215 Cutoff: 0.558
Differential Test Functioning
Impact of DIF on MMSE Scale Scoring 0.09 DIF-Adjusted IRT Scores  Constrained: 1,4-5,8-16,20-21 Unconstrained: 2-3,6-7,17-19 0.05 Change in Group Mean Difference 0.04 Fully Constrained IRT Scores Group Mean Score Difference: English-Spanish Model Assumptions
Summary of Findings ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object]
Ongoing Research on Patient-Reported Outcomes ,[object Object],[object Object],[object Object],[object Object]
Ongoing Research on Immigrant and Minority Health ,[object Object],[object Object],[object Object],[object Object]
Mentoring and Teaching ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Potential Research Agenda for Global Health ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Vision Statement ,[object Object],[object Object],[object Object],[object Object]
2-Parameter Model (Dichotomous Outcomes)

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DGH Lecture Series: Leo Morales

  • 1. Perspectives and Research on Minority Health and Health Disparities Leo S. Morales, MD, PhD Associate Professor Division of General Internal Medicine and Health Services Research, UCLA
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  • 5. The Changing Demographics of United States: Population Projections 2000-2100 Source: US Census Bureau Projections, Middle Series, 2000
  • 6. Population Trends in California (2005) Source: American Community Survey, 2004
  • 8. Origins of Immigrants to United States (1900)
  • 9. Origins of Immigrants to United States (2000) Latin America 51.7%
  • 10. Hispanics Are Younger than Whites Aging Labor
  • 11. Age Distribution of Mexican-American Population by Generational Status FIGURE 1. Age-sex composition of Mexican-origin population by generation, 1998-2002. Note. Males on the right and females on the left. First generation are immigrants; second generation are US-born with at least one foreign-born parent; third generation and higher are US-born with US-Born parents. Source: Hispanics and the Future of America , National Research Council, 2006. Females Males Aging Immigrants Patterns of Assimilation – 2 nd Generation
  • 12.  
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  • 16. Results from a study using the National CAHPS Benchmarking Database 1.0 (NCBD 1.0) Racial and Ethnic Differences in Patents’ Assessments of Pediatric Care in Medicaid Managed Care (Weech-Maldonado et al., HSR, 2001) Disparities in Healthcare
  • 17.
  • 18. Linking Patients’ Experiences of Health Care to Health Outcomes Health Care Delivery System Patients’ Experiences of Care Patients Seek Care Patients’ Assessments of Care Health Outcomes Adherence & Utilization
  • 19.
  • 20.
  • 21.
  • 22. Example Global Rating Item 0 Worst Possible Health Care 1 2 3 4 5 6 7 8 9 10 Best Possible Health Care How Would You Rate Your Child’s Health Care?
  • 23.
  • 24.
  • 25.
  • 27. Regression Results: Minority Patients Report Worse Experiences with Care  Indicate significantly differences compared with whites at p<0.05 level. Models control for parents’ age, gender, education and child’s health status.
  • 28. Regression Results w/Home Language  Indicate significantly differences compared with whites at p<0.05 level. Models control for parents’ age, gender, education and child’s health status.
  • 29. Regression Results w/Home Language  Indicate significantly differences compared with whites at p<0.05 level. Models control for parents’ age, gender, education and child’s health status.
  • 30.
  • 31. Impact of interpreters on parents' experiences with ambulatory care for their children. Morales LS, Elliott M, Weech-Maldonado R, Hays RD. Med Care Res Rev. 2006 Feb;63(1):110-28. Disparities in Healthcare
  • 32.
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  • 36.
  • 37.
  • 38. Sample Characteristics 8 2207 Other 18 4639 Asian/Pacific Islander 9 2623 White % (weighted) N (unweighted) 7 1,926 <25 years 44 11,469 25-34 years 41 10,680 35-44 years 9 2,199 ≥ 45 year Parents’ Education 20 5,206 0-8 Grade 15 3,941 9-11 Grade 30 7,811 12 Grade 34 9,103 >12 Grade Parents’ Race/Ethnicity 63 16729 Hispanic 2 473 African American Parents’ Age
  • 39. Sample Characteristics 24 6,268 Good 37 9,697 Excellent % (weighted) N (unweighted) 41 11,231 English 47 12,458 Spanish 6 1,374 Cantonese 4 979 Korean 3 629 Vietnamese Child Age 34 9,006 0-5 Years 41 10,921 6-9 Years 25 6,744 10-13 Years Child Health Status 7 1,800 Fair/Poor 32 8,412 Very Good Survey Language
  • 40. Access to Interpreters by Need Source: Morales et al., 2006 N=26,671
  • 41. Effect of Interpreters on Reports About Care Source: Morales et al, 2006 * * * * * * * Note: OLS regressions controlling for respondent’s age, respondent’s education, child’s health status, child’s age, survey language, plan membership, year.
  • 42. Effect of Interpreters on Ratings of Care Source: Morales et al., 2006 * * * * * * * Note: OLS regressions controlling for respondent’s age, respondent’s education, child’s health status, child’s age, survey language, plan membership, year.
  • 43. Variation in Access to Interpreters by Health Plan Source: Morales et, 2006
  • 44.
  • 45.
  • 46. Item and Scale Differential Functioning in the Mini Mental Status Examination Assessed Using the DFIT Framework Morales LS et al. Med Care. 2006 Nov;44(11 Suppl 3):S143-51. Patient-Reported Outcomes
  • 47. Self-Reported Vision by Racial/Ethnic Group Among Persons Visual Acuity of 20/25 or Better
  • 48.
  • 49.
  • 50.
  • 51.
  • 52.
  • 53. MMSE Items 1-11 Categories Content Item 4 Name 3 objects MMSE11 2 Name of type of place MMSE10 2 Name floor of building MMSE9 2 Name 2 nearby streets MMSE8 2 Name city MMSE7 2 Name state MMSE6 2 Name month MMSE5 2 State day of week MMSE4 2 State day of month MMSE3 2 State season MMSE2 2 State year MMSE1
  • 54. MMSE Items 12-21 2 Copy design MMSE21 2 Write sentence MMSE20 4 Instructions w/paper MMSE19 2 Close eyes MMSE18 2 Repeat phrase MMSE17 2 Name wristwatch MMSE16 2 Name pencil MMSE15 4 Recall 3 objects MMSE14 6 Spell WORLD MMSE13 6 Serial 7s MMSE12 Categories Content Item
  • 55. Sample Characteristics (n=1,578) 1 6 Asian 18 82 1 <1 98 17 39 44 76 Spanish (n=665) 54 46 32 62 5 31 42 28 75 English (n=913) 9+ years 0 – 8 years <0.001 Education White African American Latino <0.001 Race/Ethnicity 85+ years 75 – 84 years <0.001 <75 years Age 0.82 Female P-Value Gender
  • 56.
  • 57.
  • 58. Item-Scale Correlation and Alpha 0.87 0.89 Alpha 0.43-0.68 0.48-0.72 Range 0.62 0.67 Median 0.58 0.63 Mean Item-Test Correlations Spanish English MMSE
  • 59. Results from CFA 1-Factor Solution 0.06 0.99 0.97 English 0.06 0.99 0.97 Spanish Root Mean Square Error of Approximation Rec: <0.05 Tucker-Lewis Index Rec >0.90 Comparative Fit Index Rec >0.90 MMSE
  • 60. Evaluating Differential Item and Test Functioning
  • 61.
  • 62. 2-Parameter Models I am unhappy some of the time I don’t care what happens to me I cry easily Severe Happy True  b = 0.25 b = 1.33 b = -0.23 a = 2.83 a = 1.11 a = 2.20
  • 63. MMSE 2: Name Season NCDIF: 0.060 Cutoff: 0.006
  • 64. MMSE 17: Repeat Phrase NCDIF: 0.098 Cutoff: 0.006
  • 65. MMSE 8: Name 2 Nearby Streets NCDIF: 0.005* Cutoff: 0.006
  • 66. MMSE 14: Recall 3 Objects NCDIF: 0.106 Cutoff: 0.054
  • 67. MMSE 19: Instructions with Paper NCDIF: 0.087 Cutoff: 0.054
  • 68. MMSE Scale Response Functions Spanish English DTF: 0.215 Cutoff: 0.558
  • 70. Impact of DIF on MMSE Scale Scoring 0.09 DIF-Adjusted IRT Scores Constrained: 1,4-5,8-16,20-21 Unconstrained: 2-3,6-7,17-19 0.05 Change in Group Mean Difference 0.04 Fully Constrained IRT Scores Group Mean Score Difference: English-Spanish Model Assumptions
  • 71.
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  • 77.