43
National Cataract Audit

National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

  • Upload
    others

  • View
    0

  • Download
    0

Embed Size (px)

Citation preview

Page 1: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

National Cataract Audit

Page 2: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

National Cataract Audit

Why?

• Quality assure NHS services Show surgeons / centres their results

Learn from the best

Eliminate poor practice

Use scale to reduce personal burden of audit on individuals

Risk adjust to avoid penalising surgeons who take on difficult cases

Page 3: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Cataract Audit participation

Looking ahead – 114 of 125 NHS Centres signed up

Page 4: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

4

Page 5: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 6: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

2018 Report

• Surgeon and Centre results on NOD website

– 1918 Surgeons invited to check their latest results

• 92 Centres being reported

– Majority Medisoft

– 4 OpenEyes

– 7 Other

• 181,965 Operations

6

Page 7: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Is all this really worth the effort?

PCR % RATE 2010-11* 2011-12 2012-13 2013-14 2014-15 2015-16 2016-17 Overall

N = 64,923 N = 82,879 N = 89,602 N = 100,333 N = 107,255 N = 148,073 N = 182,064 N = 775,129

Consultant surgeons

(485,757) 1.55 1.48 1.46 1.33 1.27 1.18 1.10 1.28

Career grade surgeons

(88,272) 1.82 1.64 1.78 1.25 1.69 1.29 1.54 1.55

More experienced

trainee surgeons

(171,458)

2.87 2.65 2.41 2.33 2.21 2.17 1.95 2.29

Less experienced

trainee surgeons

(29,642)

3.66 3.62 3.02 2.35 2.57 2.53 2.33 2.71

Overall 2.00 1.85 1.77 1.56 1.56 1.46 1.38 1.59

Overall 30% reduction in PCR rate from 2010-11 to 2016-17 *Years run from Sept to August

Page 8: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Validation and Data Completeness Overview and Data Entry

Professor John Sparrow,

Consultant Ophthalmologist and NOD Audit Clinical Lead

Page 9: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

• Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

• Complications – 100% PCR or some other complication or none

• VA Pre- & Post-op – Variable between centres

• Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 10: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Number of Cases and Estimated % Completeness

Data from 2015-2016 Report https://www.nodaudit.org.uk/

Page 11: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

• Complications – 100% PCR or some other complication or none

• VA Pre- & Post-op – Variable between centres

• Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 12: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 13: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

Complications – 100% PCR or some other complication or none

• VA Pre- & Post-op – Variable between centres

• Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 14: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

% Cases with Missing Pre-op VA by Centre

Page 15: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

% Cases with Missing Post-op VA by Centre

Page 16: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

Complications – 100% PCR or some other complication or none

VA Pre- & Post-op – Variable between centres

• Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 17: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 18: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 19: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 20: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 21: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 22: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 23: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

Complications – 100% PCR or some other complication or none

VA Pre- & Post-op – Variable between centres

• Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 24: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

% Cases with Specific Ocular Pathologies

Page 25: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

% Cases with Ocular Pathology

Page 26: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

Complications – 100% PCR or some other complication or none

VA Pre- & Post-op – Variable between centres

Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 27: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Validation

• Contributors invited to check

– Number of cases reported

– Adverse outcomes

• PCR

• VA Loss (needs both Pre & Post-op VA)

– Risk indicators data

• For case complexity adjustment

Page 28: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 29: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 30: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 31: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 32: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Known

Number cases done % PCRs

Unadjusted data 4503 2.07% 93

Benchmark = 1.10%

Adjusted% = 1.25%

Adjusted% = Benchmark * ObservedN / ExpectedN

ExpectedN (from case complexity) is unknown

ExpectedN = Benchmark * ObservedN / Adjusted% PCRs

ExpectedN = 82

ObservedN is higher than expectedN, therefore

adjusted rate of 1.25% is higher than benchmark of 1.10%

Conclusion:

Centre's recorded case complexity is overall less complex

than the average complexity from all centres

Case Complexity Centre Example

Page 33: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Known

Number cases done % PCRs

Unadjusted data 606 1.65% 10

Benchmark = 1.10%

Adjusted% = 0.92%

Adjusted% = Benchmark * ObservedN / ExpectedN

ExpectedN (from case complexity) is unknown

ExpectedN = Benchmark * ObservedN / Adjusted% PCRs

ExpectedN = 12

ObservedN is lower than expectedN, therefore

adjusted rate of 0.92% is lower than benchmark of 1.10%

Conclusion:

Surgeon's recorded case complexity is overall more complex

than the average complexity from all surgeons

Case Complexity Surgeon Example

Page 34: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take

Data Completeness

Number of cases reported – Recent joiners acknowledged as such in report (date)

– Comparison between submitted data and NHS digital (pro-rata)

Complications – 100% PCR or some other complication or none

VA Pre- & Post-op – Variable between centres

Risk indicators data – PCR

– VA Loss (doubling or worse of visual angle)

– Important for case complexity adjustment

Page 35: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 36: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 37: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 38: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 39: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 40: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 41: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 42: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take
Page 43: National Cataract Audit. Data Validation... · Eliminate poor practice Use scale to reduce personal burden of audit on individuals Risk adjust to avoid penalising surgeons who take