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Page 1: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

# SCIMP2013

Page 2: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Data Wizards

Frank SullivanFRSE, FRCP, FRCGP

GP Nethergate Health Centre, Dundee

NHSTayside Prof of R&D in GP &1y care Director Health Informatics Centre, University of Dundee

Privacy Advisory Committee Member

Director2

Scotland has world-leading opportunities for eHealth Record Research

Page 3: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Clinical records 1983

Page 4: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Prendergast v Sam and Dee Ltd

High Court 1983

Page 5: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Clinical records 2013

Page 6: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

At the Health eResearch Centre launch on 1st May

Minister for Universities and Science David Willetts said:

“Thanks to the NHS and the UK’s world-leading research base, we are uniquely positioned to use patient data to study disease and develop better treatments. The e-health centres are the first of their kind and have the potential to revolutionise health research. They will provide a vital insight into conditions affecting millions of people and ultimately bring benefits for patients.” 

Page 7: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

A&E

BIRTH

DEATH

Neonatal Record SMR11

Child health surveillance

Immunisation

GP consultations

Dental SMR13

Outpatients SMR00 Hospital Admissions SMR01

Mental Health

SMR04

Prescribing Screening

Community care

SMR50

Cancer registrations SMR06

Cancer Registry

Scotland has excellent, linkable databases

Laboratory

Maternity

Page 8: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

The next half hour

• New data for old– Benefits to patients– SHIP/SPIRE/SHARE– The Farr institute– TRANSFoRm/EHR4CR

• Why should we share data?– Benefits>>>Effort – Secure and confidential– Data quality– Recompense

Page 9: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Benefits to patients

• Established– ECS– Priority Amend– Diabetes– WOSCOPS

• Emergent– Multimorbidity– Polypharmacy– ECLS

Page 10: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Scottish Emergency Care Summary 2005-6

• Out of Hours and A/E initially• Provides

– Current drugs– Adverse Drug reactions

• Information campaign – leaflets– 2.5M households

• 174 (0.003%) patients opted out

Page 11: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Priority Amend

Raschkes B MSc

P atients with hidden or mis -prioritis ed diag nos es by R E AD C ode c hapter

0%

10%

20%

30%

40%

50%

60%

70%

80%

A Infectious diseases &

Parasitic

Diseases

B- N

eoplasms

C- E

ndocrine, Nutritional M

etabolic &Im

munity D

isorders

D- D

isorders of Blood &

Blood F

orming

Organs

E- M

ental Disorders

F- N

ervous System

& S

ense Organ

Diseases

G- C

irculatory System

Disease

H- R

espiratory System

Disease

J- Digestive S

ystem D

isease

K- G

enito-urinary System

Disease

L- Com

plications of Pregnancy, C

hildbirth&

Puerperium

M- S

kin & C

ubcutaneous Tissue D

isease

N- M

usculoskeletal & C

onnective Tissue

Diseases

P- C

ongential Anom

alies

Q- P

erinatal Conditions

R- S

ymptons, S

igns & Ill- D

efinedC

onditions

S- Injury &

Poisoning

T- C

auses of Injury & P

oisoning

U- E

xternal Causes of M

orbidity &M

ortality

Z- U

nspecified Conditions

7- Operations, P

rocedures & S

ites

TO

TAL

% M

iscl

assi

fied

Page 12: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

DARTSDARTSSCI-DCSCI-DCNETWORKNETWORK

Page 13: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Reducing amputation rates

Diabetic MedicineVolume 26, Issue 8, pages 773-777, 30 MAY 2009 DOI: 10.1111/j.1464-5491.2009.02770.xhttp://onlinelibrary.wiley.com/doi/10.1111/j.1464-5491.2009.02770.x/full#f1

per 1000 patients with diabetes.adjusted for age and sex.

Total

Major

Page 14: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Predicting progressive retinopathy: T1DM

R0M0 at last exam R1M0 then R0M0 at last exam

Red = women, Blue = MenFilled = 1 year screens, Open = 2 year screens

Page 15: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

•If all people with T1DM and 2 previous screens showing R0M0 in 2008 switched to 2 yearly screens 40% reduction in number of screening exams done in 2009•What is an acceptable level of interval disease?

Policy level implications of changing strategy

Page 16: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Trial £20M 15 year follow-up £20K

Page 17: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Image showing the management of Bell's palsy in the UK according to treatment.

Morales D R Sullivan F et al. BMJ Open 2013;3:e003121

©2013 by British Medical Journal Publishing Group

2004 Cochrane SRs SBPS

Page 18: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Image showing the trends in referral to secondary care for Bell's palsy in the UK from 2001 to 2012.

Morales D R et al. BMJ Open 2013;3:e003121

©2013 by British Medical Journal Publishing Group

Page 19: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Population-based study using PCCIU data

1.75M people in Scotland42.2% one or more long-term

condition.

“Management of patients with several chronic diseases

is now the most important task facing health services in developed countries, which

presents a fundamental challenge to the single-

disease focus that pervades medicine”

Lancet May 15th 2012

Page 20: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Significant association with Deprivation

Page 21: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Remote Queries on GP records

Page 22: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

GP-POLY £1.7M HTA General practitioner led medication review of older people with polypharmacy :

a large, cluster randomised,

stepped-wedge trial of a complex intervention to incentivise and facilitate medication review in older people with multimorbidity.

Page 24: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Identifying patients at practice level n=5 437

3 837

960

640

Page 25: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

New data for Old

• SHIP- The Scottish Health Informatics Program (and Farr)

• SPIRE - Scottish Primary Care Information Resource

• SHARE - The Scottish Health Research Register

Page 26: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

£3.8M over 4 years

MRCESRCEPSRC

Chief Scientist Office

Page 27: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

SHIP Linkage part 1

Local IDsStudy numbers

Local IDsStudy numbers

Indexing Service

Datasource 1

Local IDsNamesAddressesDates of birth

Datasource 2

Local IDsNamesAddressesDates of birth

Page 28: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

SHIP Linkage part 2

Study numbersPayload data

Study numbersPayload data

Safe Haven

Study numbersPayloaddataPayloaddata

Datasource 1 Datasource 2

Page 29: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Proportionate governance

BENCHMARKS

(PUBLIC INTEREST, SAFE PEOPLE,

SAFE SYSTEMS, SAFE ENVIRONMENT,

RELATIVE RISKS)

PRIVACY RISK ASSESSMENT

(BASED ON CRITERIA SUCH AS DISCLOSIVENESS,

SENSITIVITY ETC)

CATEGORY 0

PUBLIC DOMAIN - N

O FURTHER CONDITIONS

CATEGORY 1= LOW IMPACT

NO FURTHER REVIEW - STANDARD TERMS

AND CONDITIONS

CATEGORY 2= MEDIUM IMPACT

FAST TRACK REVIEW + STANDARD TERMS AND

CONDITIONS = POSSIBLE FURTHER CONDITIONS

CATEGORY 3= HIGH IMPACT

FULL REVIEW + STANDARD TERMS AND

CONDITIONS = POSSIBLE FURTHER CONDITIONS

STAGE 1 STAGE 2 STAGE 3

Page 30: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

The eData, Research and Innovation Service eDRIS Service

Help with study

design

Provide expert advice on coding, terminology, meta

data and study feasibility

Agree deliverables and timelines

Facilitate completion of

required permissions

Liaison with technical

infrastructure (safe havens)

Liaison with data suppliers to secure data

Provide analyses, interpretation and

intelligence about data (where required)

Support projects from start to finish

Build relationship between data suppliers

and customers

Single point of entry for health research

A named Person from start to finish1

2

3

45

6

7

8

Page 31: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Grampian

Tayside

Glasgow

Lothian

NSSNational

eDRIS portal

NRSEast Node

NRSWest Node

NRSSouth East Node

Scottish Morbidity RecordCommunity prescribing

Clinical specialityLaboratoryImagingResearch datasets

National Datasets“Phenotypically-rich” Datasets

Treatment outcomes in stratified populations

Care-integration

Biomarkers

Clinical trialFeasibility

Pharmaco-vigilance

Health Intelligence

Epidemiology

NRSNorth Node

Page 32: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

+ + +

Source Systems

Identifiable Information

National Safe Haven – Secure Network

ISDStorage of keys to map pseudo-identifiers to identifiers

An Instance of this exists for each local area

Linking– ATOS

Indexing

eDRIS Add-onResearcher’sChoice

Each Local Safe Havens chooses the software and service they provide as eDRIS Add-On

Local Safe Havens – NHS Network

eDRIS Only – No Local Safe Haven Involvement

Local Data Sets

Regional Subsets of National Health Resources provided to Local Safe HavensProvided only by agreement between local safe haven and their health boards or other relevant data custodian

Local Safe Havens -University Network

Local Linked Data – Project/Pseudo Identifiers

Project Specific National Linked Data – Project Identifiers

Data sets released to local safe haven as per local agreements with relevant governing body

Primary Care

Images SMRSCI-Store

Other Persistent National Data Sets

Project Identifiers One off Projects

Personal Identifiers

Project Identifiers

Project Identifiers and Data

DBs provided by agreement with local health board

API access by local safe havens to these health data sets providing approval and add on service agreed

API access by eDRIS to these health data sets providing governance approval

Pseudo identifiers converted to Project identifiers

SMR

SMR ?

++

+++

Project Identifiers

PersonalIdentifiers

Project Identifiers and Data

+

++ +

+++++

National Safe Haven

Researcher Interface

Persistent National Health DatasetsHistorical Information StoredLinkable using Pseudo Identifiers

Page 33: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

HeRC UK

HeRC - Scotland

HeRC - Wales

HeRC - UCL

HeRC - Manchester

HeRC – St AndrewsHeRC - Glasgow

HeRC - DundeeHeRC - Edinburgh

HeRC - ISDHeRC - Aberdeen

£19M funding for eHealth records researchCall led by MRC Arthritis Research UK, the British Heart Foundation,

Cancer Research UK, the Chief Scientist Office (Scottish Government Health Directorates), the Economic and Social Research Council, the Engineering and Physical Sciences Research Council, the Medical Research Council, the National Institute for Health Research, the National Institute for Social Care and Health Research (Welsh Government) and the Wellcome Trust

DepartmentOf businessInnovation& Skills £20M

Page 34: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics
Page 35: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Electronic Clincal File

Dual-Source

Routine

Healthcare

Clinical Research

Electronic Health Record

Single-SourceTRANSFoRm

Page 36: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Diabetes use case: In 5 countries link phenotypic data from GP to genomic data

TRANSFoRm

Page 37: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Scottish Primary Care Information Resource (SPIRE)

Planned UsesAt National / NHS Board level:• Informing national policy• QOF / Data for payment purposes• Local ‘whole system’ analysis & planning• Research, including data linkage• Public Health Surveillance• National primary care publications & reports

Page 38: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

What is SPIRE?• Objective: To ensure a consistent national approach to

the appropriate and safe use of data extracted from General Practice Clinical IT systems in Scotland.

• Aim: To fill a known gap in national data sources relating to primary care.

• Scope: Develop an extract mechanism to transfer data securely from GP systems to a safe haven in NSS.– Demonstrate robust Information Governance– Maintain a national dataset– Perform bespoke extracts (e.g. approved research)– Provide routine extracts to support e.g. QOF

payments– Provide a National Analysis & Intelligence Service

Page 39: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

GP Participation Options• GP practice consent sought prior to any data

extract– Case-by-case basis– Consent may be to recurring data extraction (e.g.

National dataset)– Prior notification– No response = opt out– Right to opt out after opting in (data erasure)– Ability to view content of extracts– Patient opt-out respect even if GP opts in.

Page 40: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics
Page 41: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Data Linkage• Only if approved by IAG & PAC

• Any linkage required will utilise the NSS Electronic Data Research & Innovation Service (eDRIS)– Separation of patient identifiers and payload data

in linkage process– Production of anonymised data at individual level– In the very rare occasions where patient

identifiable data are needed for research, explicit patient consent will be required

– Provision of safe & secure access for researchers

Page 42: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

How can GPs Benefit?• Participation is voluntary; no payment from NSS• Initial thoughts on GP intelligence needs:

– Direct access to information on practice workload, activity & demographics

– Access to comparative information about e.g. referral rates– QOF / drill-down analysis– Risk stratification

• Potential solution options:– Reporting/querying functionality in extract tool– Create/develop bespoke tools e.g. QOF dashboard

• Reduced workload associated with data extraction• Funding for research quality data available from studies

Page 43: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Funding Options

• Improving data quality– Training– Research incentive scheme– £500-6 000 per annum

• Observational research– 0.Xp per patient Y 000s patients

• Interventional research– £Z00 per patient recruited to trials

Page 44: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

….would you like your doctor to tell you about research that you would be able to take part in?

If the research would involve…

Allowing a researcher confidential access to your medical records but no other involvement

Page 46: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics
Page 47: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

What is SHARE?

• A register of people aged 16 or over and living in Scotland who have said they are interested in helping with medical research. With permission to link to their NHS Datasets to establish their eligibility for research projects.

• Builds upon Scotland’s excellent informatics– Databases– Record Linkage

Page 48: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Pilot use for Focus group(Typical recruitment<5%)

• 12 adults, male and female required

• 86 invited

• 28 responded– 12 said no

– 16(19%) interested in participating

– 12 attended

Page 49: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Why should we share data?

• Benefits>>>Effort

• Secure and confidential

• Data Quality

• Rewarded

Page 50: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Patient records

Quality improvement

Research

Benefits>>>Effort

GP records

Patient

Better

informed

decisionsNew

knowledge

Local insights

Relevant patient data

Patient data

Grouped analysis

Comparison with targets

Retrieval

High quality careIn a Data Rich Environment

Sullivan and Wyatt , ABC of Health Informatics 2006

Page 51: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics
Page 52: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

Caldicott 2 recommendations

1. Justify the purpose(s)

2. Don’t use personal confidential data unless it is absolutely necessary.

3. Use the minimum necessary personal confidential data.

4. Access to personal confidential data should be on a strict need-to-know basis

5. Everyone with access to personal confidential data should be aware of their responsibilities

6. Comply with the law

7. The duty to share information can be as important as the duty to protect patient confidentiality.

Page 53: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

In Summary• Increasing availability of linked and novel

eHealth records is enabling better clinical care and research.

• Methodologies to make use of the data safely have been established in Scotland.

• Limitations need to be acknowledged and addressed.

• eHealth records research is a world-leading opportunity for the Scotland and beyond.

Page 54: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

# SCIMP2013

Page 55: # SCIMP2013. Data Wizards Frank Sullivan FRSE, FRCP, FRCGP GP Nethergate Health Centre, Dundee NHSTayside Prof of R&D in GP &1y care Director Health Informatics

# SCIMP2013