Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice...

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www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding for this work was provided by the VA Systems Redesign Office . We are indebted to Aaron Legler and Matthew Neuman of the VA Boston Healthcare System and Stacey Campbell of VSSC for programming support. The views expressed in this presentation are those of the authors and do not necessarily represent the position or policy of the Department of Veterans Affairs or Boston University.

Transcript of Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice...

Page 1: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

www.hcfe.research.va.gov

Outpatient Waiting Time Measures and Patient Satisfaction

Julia Prentice and Steven Pizer

HERC Cyber Seminar May 16, 2012

Funding for this work was provided by the VA Systems Redesign Office . We are indebted to Aaron Legler and Matthew Neuman of the VA Boston Healthcare System and Stacey Campbell of VSSC for programming support. The views expressed in this presentation are those of the authors and do not necessarily represent the position or policy of the Department of Veterans Affairs or Boston University.

Page 2: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Wait Times are a Key Policy Focus

• VA has monitored wait times for over a decade

- Before 1999, anecdotal evidence on waits

• Congress requested wait time data

• VA began systematically collecting wait time data

Page 3: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Interventions to Decrease Waits

• Performance measures

• Advanced Clinic Access in six target clinics - 2000

• Primary care panel sizes

• Limited enrollment to priority 7/8

- 2003 to 2009

Page 4: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Wait Times Have Decreased

Jan-0

2

Jul-0

2

Jan-0

3

Jul-0

3

Jan-0

4

Jul-0

4

Jan-0

5

Jul-0

5

Jan-0

6

Jul-0

6

Jan-0

7

Jul-0

7

Jan-0

8

Jul-0

8

Jan-0

9

Jul-0

9

Jan-1

0

Jul-1

0

0

10

20

30

40

50

60

70

80

90

100

Mean 10% 90%

Tim

e t

o fi

rst

next

availa

ble

appoin

tments

for

new

pati

ent

Page 5: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Concerns About Waits Still Remain

• VA OIG audits wait time policies - Access to mental health care- April 2012

• Congressional hearings on access

- SVAC April 2012

- HVAC May 2012

Page 6: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Reliability of Wait Time Measures is Unknown

• VA has used a variety of wait time measures

• Initiatives to decrease wait times require reliable measures

- Little research has used wait time measures to

predict outcomes

• This study aims to fill this knowledge gap

- Today focusing on patient satisfaction results

- Future analyses focus on health outcomes

Page 7: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Wait Time Measures

• Capacity measures- First next available (FNA)

• Time stamp measures

- Create date (CD)

- Desired date (DD)

• Access list measures- Create date (CD)

- Desired date (DD)

Page 8: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

FNA Calculation

• New patient A requests to be seen as soon as possible on January 5, 2010

• First next available appointment is January 10, 2010

• Wait time = 5 days (O-X)

X1/5/2010 1/10/2010

O

Page 9: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

FNA Measure

• Overall supply in system

- Patient availability/preferences not considered

• Schedulers distinguish between follow-up

and urgent care appointments

- More problematic for established vs. new patients

• Appointment type/Multiple physician profiles - FNA appointment type is not what patient needs

- Cannot consult all scheduling profiles for same physician

Page 10: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Previous Research

• Veterans visiting VA facilities with longer FNA have poorer health outcomes

• Mortality, preventable hospitalization for geriatric veterans

• Mortality, preventable hospitalization, AMI, stroke, HbA1c

- Veterans with diabetes

- Veterans over age 70 and with greater comorbidities

Page 11: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

FNA Measure Limitations

• Patient availability/preferences not considered

• VA managers explored other options

Page 12: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Create Date Time Stamp Calculation

• New patient A requests to be seen as soon as possible on January 5, 2010

• Cannot take January 10, 2010 appointment

• Appointment is scheduled for January 21, 2010

• Wait time= 16 days (Y-X)

1/5/2010 1/10/2010 1/21/2010O Y

FNA Time Stamp CDX

Page 13: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Create Date (CD) Time Stamp Measure

• Little information required of scheduling clerks

• Based on completed appointments

- Excludes no-shows, cancellations

• Use of recall systems versus scheduling follow-up appointments right away

- Influences wait time

- More problematic for established versus new

patients

Page 14: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Desired Date Time Stamp Calculation

• Established Patient B requests an April 5, 2010 follow-up appointment on January 1, 2010

• Appointment is scheduled for April 20, 2010• Wait time= 15 days (Z-W)

X1/5/2010 4/5/2010 4/20/2010

W Z

Desired Date Time Stamp

Page 15: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Desired Date (DD) Time Stamp Measure

• In 2010, VA shifted to desired date measure

• Not influenced by use of recall systems

• Takes into account patient preferences

Page 16: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Desired Date (DD) Time Stamp Measure

• Schedulers must correctly enter desired date

- Original DD kept when negotiating appointment

- E.g. May 1st versus May 5th

• Extensive training of schedulers

- Implemented in 2010

- Audits find date is entered correctly 90% of the time

Page 17: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Prospective Access Measures

• Time stamp measures are retrospective - Only includes completed appointments

- Patient no-shows not included

- Cancellations that are not rescheduled not included

• Access list measures are prospective

- Calculate waits off of pending appointments

- Includes no-shows and cancellations

Page 18: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Access List Create Date Calculation• New patient A requests an appt ASAP on January 5, 2010• Appointment is scheduled for February 10, 2010• Bi-monthly report dates (1 and 15th of each month)• Appointment is not eligible for calculation until CD is

equal to or before report date• 1/1/2010 report- appt. not included• 1/15/2010 report-Wait time = 10 days (R2-O)• 2/1/2010 report- Wait time = 26 days (R3-O)

WR2

Access CD

1/1/2010 1/5/2010 1/15/2010 2/1/2010 2/10/2010

R1 O R3

Access CD

Page 19: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Access List CD Measure

• Performance measure is percent of appts. that have less than a 14 day wait

- We average waits to match other measures

• Influenced by how follow-up appts. are scheduled (e.g. recall systems)

Page 20: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Access List Desired Date Calculation

• Established Patient B requests an April 5, 2010 follow-up appointment on January 5, 2010

• Appointment is scheduled for May 5, 2010• Report dates are 1st and 15th of each month• 4/15/2010 report- Wait time= 10 days (R1-O)• 5/1/2010 report- Wait time= 25 days (R2-O)

WR1

Access DD

1/5/2010 4/5/2010 4/15/2010 5/1/2010 5/5/2010

X O R2

Access DD

Page 21: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Access List DD Measure• Performance measure is percent of appts.

that have less than a 14 day wait

- We average waits to match other measures

• Schedulers must correctly enter DD

Page 22: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Summary of Wait Time Measures• New versus established patients• Time Stamp Retrospective• FNA-Access Prospective

1/5/2010 4/20/20104/5/2010 4/15/2010W Z

DD Time Stamp

X Y

Access DD

OFNA

Time Stamp CD

WR

Access CD

1/5/2010 1/10/2010 1/15/2010 1/21/2010

X

Page 23: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Research Question

• How well do alternative measures of wait times predict patient satisfaction?

Page 24: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Surveys on Patient Satisfaction

• Access is a key component of satisfaction

• Difficult to judge technical quality

• Patients focus on practical aspects of their healthcare experience

Page 25: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Satisfaction Data • 2010 Survey of Healthcare Experiences of

Patients (SHEP)

- Managed by Office of Quality and Performance

- Modeled after Consumer Assessment of Healthcare

Providers and Systems

• Simple random sample of patients with completed appointments each month

• Visit date of appointment is recorded• n=221,924 people

Page 26: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Access Satisfaction Measures1) Appt. as soon as wanted (Timely appt.)

2) Ease of getting test or treatment in last 12 months? (Treatment access)

3) Ease of accessing specialist visit (Specialist access)

• Asked for the last 12 months

- Most recent visit is likely in mind

• Coded as Always/Usually vs. Sometimes/Never

Page 27: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

General Satisfaction Measures

4) Rate VA health care in last 12 months (VA rating) - On a scale of 1 (worst) to 10 (best)

- 9 or 10 versus <=8

5) Satisfaction with VA at recent visit (satisfied)

- Likert scale 1 (least) to 7 (most) of satisfaction

- 6 or 7 versus <=5

Page 28: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Analyses

• Logistic regression predicting satisfaction

• Wait time measures

- High volume clinic stops

- Patient/provider interactions

- All major medical sub-specialties

- Facility level monthly averages (including Access measures)

- Matched to visit date when respondent was selected for sample

- Quartiles

Page 29: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Analyses Continued

• Risk adjustors from SHEP - Sex

- Race

- Age

- Education

- Health care utilization

- Health status

Page 30: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Descriptive Statistics of SampleDemographics Mean or %

Age 67

Male 95%

Had some college 53%

White 79%

Black 10%

Hispanic 5%

Other 6%

>=5 visits to a doctor’s office in last 12 months

31%

Excellent/very good self-reported health status in last 12 months

25%

Page 31: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Descriptive Statistics of Satisfaction Measures

Satisfaction Measure %

Timely visit Always/Usually vs. Sometimes/Never 83

Treatment accessAlways/Usually vs. Sometimes/Never 85

Specialist accessAlways/Usually vs. Sometimes/Never 82

VA rating in last 12 months9 or 10 versus <9 78

VA satisfaction at most recent visit6 or 7 versus <6 82

Page 32: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Mean Wait Times

Wait in Days

New Patients Established Patients0

5

10

15

20

25

30

35

20.07

7.89

17.97

30.91

15.58

30.18

4.72

2.722.52

7.91

FNA

Time Stamp CD

Access CD

Time Stamp DD

Access DD

Page 33: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

New Patient Results

• How well do alternative measures of wait times predict patient satisfaction?

- Longer waits predict lower satisfaction

Page 34: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

New Patient FNA/CD Timely Visit*

Odds Ratio

FNA Time Stamp CD Access CD0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Quartile 2Quartile 3Quartile 4

*Everything is significant at P<0.05 Reference group is VA facilities in quartile 1

Page 35: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

New Patient DD Timely Visit*

Odds Ratio

*Significant at P<0.05 in wrong direction Reference group is VA facilities in quartile 1

Time Stamp DD Access DD0.9

0.95

1

1.05

1.1

1.15

Quartile 2Quartile 3Quartile 4

*

*

*

*

*

Page 36: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

New Patient Waits Predicting Satisfaction

Measure Timely Appt.

Treatment Access

Specialist Access

VA rating VA satisfaction

FNA (ref=Q1)Q2Q3Q4

0.89*0.82*0.73*

0.93*0.84*0.73*

0.93*0.84*0.74*

0.95*0.92*0.86*

0.95*0.91*0.85*

Time Stamp CD (ref=Q1) Q2Q3Q4

0.86*0.78*0.67*

0.87*0.80*0.65*

0.86*0.81*0.67*

0.96*0.91*0.83*

0.94*0.90*0.82*

Access CD (ref=Q1) Q2Q3Q4

0.83*0.85*0.73*

0.84*0.84*0.72*

0.86*0.85*0.72*

0.93*0.93*0.89*

0.93*0.91*0.86*

Numbers are odds ratio from logistic regression. * Significant at P<=0.05

Page 37: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

New Patient Waits Predicting Satisfaction

Measure Timely Appt.

Treatment Access

Specialist Access

VA rating VA satisfaction

Time Stamp DD (ref=Q1)Q2Q3Q4

1.06*1.10*1.06*

1.011.06*1.02

1.05*1.10*1.07*

1.000.981.01

1.011.011.02

Access DD (ref=Q1) Q2Q3Q4

0.981.12*1.10*

0.971.09*1.06*

0.981.11*1.11*

0.94*1.001.00

0.96*1.031.03

Numbers are odds ratio from logistic regression. * Significant at P<=0.05* Significant in wrong direction

Page 38: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

New Patient Results

• FNA and create date measures are most reliable

- Predict all 5 satisfaction measures

• New patients want to be seen as soon as possible

- Date an appointment request was originally

made is reliable

Page 39: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Established Patient Results

• How well do alternative measures of wait times predict patient satisfaction?

- Longer waits predict lower satisfaction

Page 40: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Established Patient FNA/CD Timely Visit

Odds Ratio

FNA Time Stamp CD Access CD0.84

0.86

0.88

0.90

0.92

0.94

0.96

0.98

1.00

1.02

1.04

Quartile 2Quartile 3Quartile 4

*Significant at P<0.05 Reference group is VA facilities in quartile 1

*

**

*

*

Page 41: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Established Patient DD Timely Visit

Odds Ratio

*Significant at P<0.05 *Significant in wrong direction at P<0.05 Reference group is VA facilities in quartile 1

Time Stamp DD Access DD0.00

0.20

0.40

0.60

0.80

1.00

1.20

Quartile 2Quartile 3Quartile 4

**

**

*

Page 42: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Established Patient Waits Predicting Satisfaction Measure Timely

Appt.Treatment Access

Specialist Access

VA rating VA satisfaction

FNA (ref=Q1)Q2Q3Q4

1.021.000.90*

0.991.020.90*

1.011.030.90*

0.970.95*0.90*

0.990.980.93*

Time Stamp CD (ref=Q1) Q2Q3Q4

0.92*0.91*1.02

0.90*0.87*0.96*

0.94*0.89*0.99

0.96*0.94*1.07*

0.990.93*1.02

Access CD (ref=Q1) Q2Q3Q4

0.94*0.96*1.02

0.93*0.95*0.98

0.94*0.93*0.97

0.94*0.980.95*

0.980.981.01

Numbers are odds ratio from logistic regression. *Significant at P<=0.05 *Significant in the wrong direction

Page 43: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Established Patient Waits Predicting Satisfaction

Measure Timely Appt.

Treatment Access

Specialist Access

VA rating VA satisfaction

Time Stamp DD (ref=Q1)Q2Q3Q4

0.991.05*0.96*

0.971.030.94*

0.981.020.97

0.94*0.980.95*

0.97*1.000.97

Access DD (ref=Q1) Q2Q3Q4

0.91*0.86*0.80*

0.90*0.86*0.77*

0.88*0.83*0.76*

0.94*0.86*0.86*

0.92*0.87*0.84*

Numbers are odds ratio from logistic regression. *Significant at P<=0.05*Significant in wrong direction

Page 44: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Established Patient Results

• Access list desired date is most reliable

- Includes no-shows/cancellations

- More accurate measure of supply in system

• DD reflects established patient preferences versus FNA/CD measures

Page 45: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Policy Implications

• Multiple wait time measures needed

- New versus established patients

• New patients want to be seen right away

- Change in health status

- Appointment request dates are reliable

- Capacity and create date measures

Page 46: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Policy Implications Continued

• Established patients may not prioritize wait times

- Continuity of care

- Convenient time

• VA is a leader in recognizing new versus established patient complexity

• Future work will predict health outcomes

Page 47: Www.hcfe.research.va.gov Outpatient Waiting Time Measures and Patient Satisfaction Julia Prentice and Steven Pizer HERC Cyber Seminar May 16, 2012 Funding.

Questions or Comments?

Julia [email protected]

(857)-364-6057www.hcfe.research.gov

Resources1. Prentice J; Pizer SD. (2007) Delayed Access to Health Care and Mortality. Health Services Research. 42(2): 644-662.2. Prentice JC, Pizer SD. (2008) Waiting Times and Ambulatory Care Sensitive Condition Hospitalizations. Health Services and Outcomes Research Methodology. 8(1):1-18.3. Pizer, SD, Prentice JC. (2011) What Are the Consequences of Waiting for Health Care in the Veteran Population?

Journal of General Internal Medicine 26(supplement 2):676-682.4. Pizer, SD, Prentice JC. (2011) Time is money: Outpatient waiting times and health insurance choices of elderly

veterans in the United States. Journal of Health Economics 30(4):626-636.5. Prentice JC, Fincke BG, Miller DR, Pizer SD. (2011) Outpatient Waiting Times and Diabetes Care Quality Improvement. American Journal of Managed Care 17(2):e43-e54. 6. Prentice JC, Fincke BG, Miller DR, Pizer SD. (2012) Waiting for Primary Care and Health Outcomes among

Elderly Patients With Diabetes. Health Services Research 47(1):46-67