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AcademyHealth 2007 AcademyHealth 2007 Gender Differences in Gender Differences in Healthcare Utilization at Healthcare Utilization at the End-of Life the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s Health and Health Care Research Units General Internal Medicine Boston University School of Medicine

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Page 1: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

AcademyHealth 2007AcademyHealth 2007

Gender Differences in Gender Differences in Healthcare Utilization at the Healthcare Utilization at the

End-of LifeEnd-of Life

Andrea Kronman, MD MSc

Boston University BIRCWH Faculty ScholarWomen’s Health and Health Care Research Units

General Internal MedicineBoston University School of Medicine

Page 2: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

Background Background Healthcare at the end-of-life Healthcare at the end-of-life

• Symptoms are under treatedSymptoms are under treated• Procedures are over usedProcedures are over used• 30% of Medicare revenues spent on 6% of beneficiaries30% of Medicare revenues spent on 6% of beneficiaries

MedicareMedicare Pressures to control costs and improve qualityPressures to control costs and improve quality Adequate hospitalization coverageAdequate hospitalization coverage Less adequate outpatient servicesLess adequate outpatient services Changes to Medicare likely to affect women moreChanges to Medicare likely to affect women more

Women, in contrast to menWomen, in contrast to men Live longer with more debilitating chronic illnessLive longer with more debilitating chronic illness Use more long-term and outpatient careUse more long-term and outpatient care Use more primary careUse more primary care

Page 3: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

Adjusted for age, sex, race, Medicaid, nursing home use, comorbidity, geographic variation (HSA) *P< 0.05 **P< 0.001

Previous WorkPrevious WorkRelationship of previous primary care visits and

use of hospital services at the end of life

10

12

14

16

18

Hospital Days

Number of Primary Care Visits

0 1-2 3-5 6-8 > 9

TotalHospital

Days

**

**

**

**

*

Total Costs

$20,000

$21,000

$22,000

$23,000

$24,000

$25,000

$26,000

$27,000

$28,000

Page 4: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

AcademyHealth 2007AcademyHealth 2007

Study QuestionsStudy Questions

1.1. Are there gender differences in utilization of Are there gender differences in utilization of health services at the end of life (EOL)?health services at the end of life (EOL)?

• Primary carePrimary care• Hospital servicesHospital services

2.2. Does the relationship between previous Does the relationship between previous primary care and end-of-life hospital use differ primary care and end-of-life hospital use differ for men and women?for men and women?

Page 5: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

death

outcomespredictorscovariates

6 months (EOL)12 month (pre-period)

Study DesignRetrospective analysis of Medicare beneficiaries during their last 18 months of life

MethodsMethods

Study Sample• 78,353 Medicare beneficiaries• Random sample of beneficiaries• Minorities over-sampled• Exclusions: < 66 years old, in ESRD program,

non-continuous Medicare A/B

Page 6: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

Predictors• Gender• Number of primary care visits

Outcome• Number of Hospital Days

Covariates• Age• Race• Medicaid receipt• Nursing home use• Comorbidity (DCG score)

Cluster Analysis • Fixed Effects Regression• Geographic Unit: Hospital Service Area (HSA)

Page 7: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

Results Results Are there gender differences in use of health services

at the end of life?

Pre-period Characteristic

Total

N 78,356

%

Mean age (STD)

80.9 (8.1)

Race

White, % 40

Black, % 36

Hispanic, % 11

Other, % 14

Medicaid receipt, % 32

Nursing home use,% 13

Mean comorbidity risk score (STD)

2.2 (1.7)

Number of PC Visits %

0 38

1-2 22

3-5 19

6-8 10

>9 11

Pre-period Characteristic

Total

N 78,356

%

Mean age (STD)

80.9 (8.1)

Race

White, % 40

Black, % 36

Hispanic, % 11

Other, % 14

Medicaid receipt, % 32

Nursing home use,% 13

Mean comorbidity risk score (STD)

2.2 (1.7)

Number of PC Visits %

0 38

1-2 22

3-5 19

6-8 10

>9 11

Total Male Female

78,356 34,302 44,054

44 56

80.9 (8.1)

79.1 (7.6)

82.3 (8.2)

40 39 40

36 36 37

11 11 10

14 14 14

32 25 38

13 11 14

2.2 (1.7)

2.2 (1.7)

2.2 (1.7)

38 42 34

22 22 22

19 18 20

10 9 11

11 9 12

Total Male Female

78,356 34,302 44,054

44 56

80.9 (8.1)

79.1 (7.6)

82.3 (8.2)

40 39 40

36 36 37

11 11 10

14 14 14

32 25 38

13 11 14

2.2 (1.7)

2.2 (1.7)

2.2 (1.7)

38 42 34

22 22 22

19 18 20

10 9 11

11 9 12

Page 8: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

Results Results Are there gender differences in use of health services

at the end of life?

Unadjusted End-Of-Life Utilization

Total Male Female

Mean total hospital days (STD)

15.1 (20.2)

15.3 (20.3)

15.0 (20.1)

Mean total costs, $ 1000 (STD)

24.8 (30.9)

25.4 (32.4)

24.4 (28.8)

Any hospital admission, % 74 74 74

Page 9: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

Adjusted for age, sex, race, Medicaid, nursing home use, comorbidity, geographic variation (HSA) *P < .01

*

Primary Care Visits Associated With Fewer Hospital Days at End of Life

12.0

13.0

14.0

15.0

16.0

17.0

0 1-2 3-5 6-8 > 9

Number of Primary Care Visits

Ho

spit

al D

ays

male

female*

*

*

*

Results Results Does the relationship between previous primary care and

hospital use differ for men and women?

Page 10: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

1. At the end-of-life, women had greater numbers of primary care visits

2. After a threshold of 3 – 5 primary care visits, more prior primary care visits were associated with less hospital use at the end of life Association is stronger for women

3. Men with 0 primary care visits were less likely to be admitted and had fewer hospital days

ConclusionsConclusions

Page 11: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

LimitationsLimitations

Administrative data does not contain:Administrative data does not contain:• Clinical severityClinical severity• Patient preferencesPatient preferences• Content of the primary care visitsContent of the primary care visits• Nature of patient-provider interactionsNature of patient-provider interactions

Long term nursing residents not identifiedLong term nursing residents not identified• Nursing home use = Nursing home use =

Medicare skilled nursing facility (SNF) benefitMedicare skilled nursing facility (SNF) benefit

Page 12: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

AcademyHealth 2007AcademyHealth 2007

ImplicationsImplications More access to primary care at the end of life More access to primary care at the end of life

may improve quality of life by decreasing may improve quality of life by decreasing hospital timehospital time Especially for womenEspecially for women

Validation of such findings could justify Validation of such findings could justify increased payment for primary care by increased payment for primary care by MedicareMedicare

Understanding gender differences in healthcare Understanding gender differences in healthcare utilization could increase efficiency of utilization could increase efficiency of healthcare delivery at the end of life healthcare delivery at the end of life

Page 13: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

AcknowledgmentsAcknowledgments

Arlene S Ash1

Karen M Freund1

Emanuel J Emanuel2

1 Women’s Health and Health Care Research Units, General Internal Medicine, Boston University School of Medicine2 Dept. of Clinical Bioethics, The Clinical Center, National Institutes of Health, Bethesda, MD

This study was funded by the Office of Research on Women’s This study was funded by the Office of Research on Women’s Health (ORWH) K12-43444, with support from the Centers for Health (ORWH) K12-43444, with support from the Centers for

Medicare and Medicaid Services (CMS) and the National Medicare and Medicaid Services (CMS) and the National Cancer InstituteCancer Institute

Page 14: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

AcademyHealth 2007AcademyHealth 2007

Financial Considerations 2001Financial Considerations 2001

Medicare spent an average of Medicare spent an average of $1,200 per day for hospital bed $1,200 per day for hospital bed $87 per level 4 primary care visit (2002)$87 per level 4 primary care visit (2002)

533,000 FFS Medicare beneficiaries died 533,000 FFS Medicare beneficiaries died in the hospitalin the hospital

Decreasing just 1 day in the hospital for Decreasing just 1 day in the hospital for each of these beneficiaries at the end of each of these beneficiaries at the end of life would have saved $648 million.life would have saved $648 million.

Page 15: AcademyHealth 2007 Gender Differences in Healthcare Utilization at the End-of Life Andrea Kronman, MD MSc Boston University BIRCWH Faculty Scholar Women’s

*P < 0.01

*

**

**

* *

Adjusted for age, race, comorbidity, Medicaid receipt, and nursing home useReference = Men with 0 primary care visits

*P < 0.01

Primary Care Visits Mediate Likelihood of Hospital Admission

0.5

1

1.5

0 1-2 3-5 6-8 > 9

Number of Primary Care Visits

Ad

just

ed

Od

ds

Rat

io

male

female

*

*

*

* *

Adjusted for age, race, comorbidity, Medicaid receipt, and nursing home usePrimary Care Visits measured during months 18 – 7 before deathHospital Days measured during the last 6 months of lifeReference = Men with 0 primary care visits

**

*P < 0.01

Primary Care Visits Mediate Likelihood of Hospital Admission

0.5

1

1.5

0 1-2 3-5 6-8 > 9

Number of Primary Care Visits

Ad

just

ed

Od

ds

Rat

io

male

female

*

*

*

* *

Adjusted for age, race, comorbidity, Medicaid receipt, and nursing home usePrimary Care Visits measured during months 18 – 7 before deathHospital Days measured during the last 6 months of lifeReference = Men with 0 primary care visits

**

Results 2Results 2Does the relationship between previous primary care and

hospital use differ for men and women?