Title: Spreadsheets In Clinical Medicine
1Spreadsheets In Clinical Medicine
- Grenville J. Croll Raymond J. Butler
- EuSpRIG 2006, Cambridge, UK
2What We Know about Spreadsheets
- Spreadsheets are error-prone
- Spreadsheets are not tested
- Errors are difficult to find
- Users are overconfident
- Users are inconsistent
- Users interpret information differently
- Backup and Archiving are overlooked
- Spreadsheets are pervasive
3What We Know about Medicine
- Medical error is a major killer
- 98,000 deaths per year in US
- 30,000 in UK
- 7th largest cause of death
- Rate of non-fatal injuries is not known
- Spreadsheets are used in Clinical Medicine
4Spreadsheets in Clinical Medicine
- Initial Google Searches
- Spreadsheet Oncology, Anesthesia, Cardiac etc
- very many hits
- Search of PubMed Database
- gt800 references, many clinical
- Discovered www.medal.org - Institute of
Algorithmic Medicine - 8,000 spreadsheets - Numerous specialist sites
5Spreadsheets in Clinical Medicine
- Widely used for decision support
- Applied in diagnosis, dosage, prescription, case
management, classification, statistical planning
analysis - Home-grown by practitioners
- Used by medical device manufacturers
- Described in books papers for re-keying
- Many downloadable, modifiable templates
6Controls on Software Development
- Drug development trials
- Onerous FDA software development requirements
- Medical Devices
- Medical Device Regulations
- Apply to Medical Devices intended for sale
- Clinical Medicine
- No regulation found
- Medics free to develop deploy for own use
7Some Initial testing
- Investigated the following models
- Pediatric Anesthesia
- Apache II Risk of Cardiac Problems in patients
undergoing non-cardiac surgery - Brodaty to support a decision to assess an
elderly patient for masked depression - Investigation restricted to spreadsheet mechanics
only as we are not medically qualified - But 15 pages of notes
- Used HMRC SpACE methodology
8Pediatric Anesthesia
. here are two guides to help you in your
anesthesia practice. First is a Microsoft Excel
spreadsheet titled Pediatric Anesthesia
Worksheet. Use it to calculate medications and
other parameters for pediatric patients.Â
9Pediatric Anesthesia
10Pediatric Anesthesia
11Apache II - Chronic Health
12Apache II - Chronic Health
13Cardiac Risks
14Problems Found
- Constants in formulas
- Complex nested IFs
- Formulas with no dependents
- Poor or no embedded documentation
- Little/No data validation
- Some Mixed units
- Weak cell protection
15Embedded constants
- Same risk as in finance/tax etc domains
- What happens if medical practice changes?
- What happens if manufacturers reformulate drugs
to require different dosages? - Table Lookups preferable
16Nested IFs
- e.g. Atropine dose calculation (L7)
- IF(E190.02gt0.6,0.6,IF(E190.02lt0.1,0.1,E190.02)
) - E19 is Bodyweight
- The rest are embedded constants for drug dosage
- Hard to follow
- Hard to update
- Table Lookup preferable
17Other Issues
- Documentation
- None/almost none embedded
- Data Validation
- None or inadequate
- Forms tools, data validation essential
- Units
- Milligrams / Micrograms appear in same column
- NB Medication errors cause 7,000 annual deaths in
US
18Pediatric Anesthesia Documentation
19Inherent Risks
- Distribution channels
- Large scale web enabled distribution
- via Global Medical Literature
- Secondary viral distribution
- Inability to recall source
- Spurious stamp of approval
- Spreadsheet may be changed somewhere in the chain
20Conclusions
- Initial indications are that same risks exist
- No specific clinical good practice for
spreadsheet development deployment - No evidence that this well studied problem is
known in the clinical domain - Opportunity for dialogue and advancement
- Obvious reasons for increased caution when one is
involved in medical procedures!
21Disclaimers
- The authors have exerted every effort to ensure
that the drug dosages set forth are in accordance
with current recommendations at the time of
publication. The user is urged to check the
drug's package insert for any changes in
indications and dosages as well as for warnings
and precautions. The responsibility is ultimately
that of the prescribing clinician.
22- Delegation of responsibility is no barrier to
the repeated perpetration of grave errors - G.J.Croll R.J. Butler, July 2006