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ATLAS VPM the Healthcare Quality of the SNHS under scrutiny Enrique Bernal-Delgado [email protected] www.atlasvpm.org

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Page 1: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

ATLAS VPM

the Healthcare Quality of the SNHS under scrutiny

Enrique Bernal-Delgado

[email protected]

www.atlasvpm.org

Page 2: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Who we are and what we do

• Collaborative health services research project which aims to describe

systematic and unwarranted variations in medical practice and

healthcare outcomes, using a population-based and a hospital-

specific approach.

• … providing insight (i.e. underlying factors analysis) for decision-

makers to make better decisions; and yielding relevant information for

hospital managers to look at those underperforming quality areas.

• … using and developing reliable methodologies

• … using several strategies for translating knowledge into practice

Page 3: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

www.atlasvpm.org

Page 4: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Does the place of

residency influence

the population

exposure to effective

and safe care?

Geographical-based

approach

Is the likelihood of

getting high-quality

and safe care

dependant on the

provider where a

person is assisted?

Hospital-specific

approach

Page 5: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

DWH: logic structure

Page 6: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Getting rid of “bad” variation

• Proper identification of unwarranted and systematic variation

– How large variations are? – How to get rid of randomness and over-dispersion? – How to account for need (burden of disease)? – How to flag areas beyond the expected?

• Exploring underlying factors: pursuing proper attribution – Supply effect – Socioeconomic gradient – Variation over time – Population flows influence – Adequate unit of analysis

Page 7: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Unwarranted and systematic variation Some examples from the Atlas in Spain

Page 8: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Cardiovascular ischemic disease: PTCA

EQ 5.1

EB 0.34

PTCA Standardized rates (10,000 inh.) Standardized Utilization Ratio

Page 9: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Cancer

EQ 11

EB 0.9

Prostatectomy in prostate cancer Standardized rates (10,000 inh.)

Conservative mastectomy in breast cancer Standardized utilization ratio

Page 10: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Obstetric care: c-section

EQ 3

CSV 0.2

Red dots represents the existence of neonatal ICU

3.4 4.1 4.9 13.5

All risks

included

No risks

included

C- section at population-level Standardized rates (10,000 inh.)

C- section at hospital-level Adjusted risk (100 deliveries)

Page 11: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Avoidable hospitalizations

CHF DIAB DH COPD ANG AST ALL

RV 4.1 4.5 2.6 4.5 12 9.4 3.1

EB 0.12 0.2 0.1 0.2 0.5 0.5 0.11

Page 12: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Low value care

procedures with a more effective or cost-effective alternative

Proctologic

Surgery

Knee&Hip

Revision

Spinal

Fusion Tonsilectomy

RV 3.10 4.64 5.78 4.19

EB 0.12 0.20 0.26 0.20

Page 13: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Getting rid of “bad” variation

• Proper identification of unwarranted and systematic variation

– How large variations are? – How to get rid of randomness and over-dispersion? – How to account for need (burden of disease)? – How to flag areas beyond the expected?

• Exploring underlying factors: pursuing proper attribution – Supply effect – Socioeconomic gradient – Variation over time – Population flows influence – Adequate unit of analysis

Page 14: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Ecologic associations: a step forward

Regional policies

Social gradient Capacity

Learning cascades

Page 15: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

PTCA vs Burden of ischemic disease

Population differences (need) must be controlled, to elicit unwarranted variation.

Basic standardization, age and sex, is not always enough.

Page 16: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Gender analyses: Congestive hearth failure

Although needed, standardization might conceal differences across age-groups

or between genders

Page 17: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Gender analyses: discrepant pattern

Brownish areas represent areas were women experience proportionally more CHF

avoidable hospitalizations as compared to men.

Page 18: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Cross-section designs have some limitations: Variation varies over time differently across areas. Improvements in area B would have remained unnoticed.

PTA Sd rates

2002-2009

A

B

B

A

Page 19: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

A quite high ICC together with quite important differences at very small level, where GPs are expected to act as perfect “agents”.

Region ICC: 0.4

Unit of analysis should represent the context where the levers of variation act.

But, at the same time, cluster effects are common and deserve further analyses.

Page 20: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

A single map sometimes is not enough. First map represents the portion of variation

attributable to unobserved factors affecting each area as if areas were independent

from each other. Second map represents the variation related to vicinity effects.

Area level effect plus vicinity effects: PTA variation across areas

Page 21: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

Getting rid of “bad” variation

• Proper identification of unwarranted and

systematic variation

• Exploring underlying factors: pursuing proper attribution

Page 22: Presentación de PowerPoint - OECDCSV 0.2 included Red dots represents the existence of neonatal ICU 3.4 4.1 4.9 13.5 All risks No risks included C- section at population-level Standardized

ATLAS VPM

the Healthcare Quality of the SNHS under scrutiny

Enrique Bernal-Delgado

[email protected]

www.atlasvpm.org