Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve...

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Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical Informatics and Medicine Columbia University
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Page 1: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Infobuttons: Linking Clinical Information Systems to

On-Line Information Resources to Resolve Clinician Information Needs

James J. Cimino, M.D.Biomedical Informatics and Medicine

Columbia University

Page 2: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

Covell et al.Information Needs

Page 3: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Studying Information Needs

Covell DG, Uman GC, Manning PR. Information needs in office practice: are they being met? Ann Intern Med. 1985 Oct;103(4):596-9.

Page 4: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Findings of Observational Studies

• Information needs occur often• They are often unresolved• Computer-based resources are underused:

– Lack of knowledge of existence– Lack of access– Lack of navigational skills– Perceived lack of time

Page 5: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Information Needs in Clinical Care

?

Page 6: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Clinical Information for Decision Support

Page 7: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 8: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Health Knowledge for Decision Support

Page 9: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 10: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Automated Clinical Decision Support

Alerting and Reminder System

Page 11: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Clinical Decision Support Systems

Page 12: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Infobuttons

Anticipate Need and Provide Queries

i

Page 13: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Information Needs of CIS Users

• Common tasks may have common needs• System knows:

– Who the user is– Who the patient is– What the user is doing– What information the user is looking at

• So: We may be able to predict the specific need• User is sitting at a computer!• So: We may be able to get an answer automatically

Page 14: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

Covel et al.Information Needs

UMLSProject

Page 15: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Unified Medical Language System

The purpose of the UMLS is to improve the ability of computer programs to “understand” the biomedical meaning in user inquiries and to use this understanding to retrieve and integrate relevant machine-readable information for users.

- Donald A.B. Lindberg 1986/1993

Page 16: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

Covel et al.Information Needs

UMLSProject

First Versionof UMLS

ICD9MeSH

MedlineButton

Page 17: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

First Attempt: The Medline Button

• CIS (WebCIS’s predecessor) on mainframe• BRS/Colleague (Medline) on same mainframe• Get them to talk to each other• Search using patient diagnoses and procedures

Page 18: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 19: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 20: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 21: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 22: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

First Attempt: The Medline Button

• CIS (WebCIS’s predecessor) on mainframe• BRS/Colleague (Medline) on same mainframe• Get them to talk to each other• Search using patient diagnoses and procedures• Technical success• Practical failure

Page 23: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

Covel et al.Information Needs

UMLSProject

First Versionof UMLS

ICD9MeSH

MedlineButton

Mosaic

Web-basedGeneric Queries

PubMED

WebCIS

Page 24: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 25: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 26: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

G.O. BarnettDXplain

Covel et al.Information Needs

UMLSProject

First Versionof UMLS

ICD9MeSH

MedlineButton

Mosaic

Web-basedGeneric Queries

PubMED

Web DXplain

DXplainButton

WebCIS

Page 27: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 28: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 29: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 30: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

G.O. BarnettDXplain

Covel et al.Information Needs

UMLSProject

First Versionof UMLS

ICD9MeSH

MedlineButton

Mosaic

Infobuttons

Web-basedGeneric Queries

PubMED

Web DXplain

DXplainButton

WebCIS

Page 31: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 32: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 33: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 34: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 35: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 36: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

MRSA

Page 37: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

UnderstandInformation

Needs

1MRSA

Page 38: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

Get InformationFrom EMR

UnderstandInformation

Needs

1

2

MRSA

Page 39: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

Get InformationFrom EMR

ResourceSelection

UnderstandInformation

Needs

1

2

3

MRSA

Page 40: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

Get InformationFrom EMR

ResourceSelection

ResourceTerminology

UnderstandInformation

Needs

1

24

3

MRSA

Page 41: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

Get InformationFrom EMR

ResourceSelection

ResourceTerminology

UnderstandInformation

Needs

AutomatedTranslation

1

254

3

MRSA

Page 42: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

Get InformationFrom EMR

ResourceSelection

ResourceTerminology

QueryingUnderstandInformation

Needs

AutomatedTranslation

1

254

6

3

MRSA

Page 43: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

“Just in Time” Education

Get InformationFrom EMR

ResourceSelection

ResourceTerminology

Querying

Presentation

UnderstandInformation

Needs

AutomatedTranslation

1

254

6

3

7

MRSA

Page 44: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Research Issues

• What are the information needs?

Page 45: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Portable Usability LabUser’s Workstation

Microphone

Video Converter

75 foot cable

Converter Controller

Cassette RecorderVCR

Headphones

Video Monitor

Page 46: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 47: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 48: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Research Issues

• What are the information needs?

Page 49: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Information Resource Use According to Log Files

6%

4%

4%

4%

51%

3%3%7%

6%

1% 1%10% MicromedexPharmacy IB

Sensitivity IBCulture IB

Ovid MedlineOnline FormularyHarrison's

PubMedJournals

MedlinePlusICD9-CM

Other Resources

12% IBs

Page 50: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Research Issues

• Which context information is important?

• What are the information needs?

Page 51: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Context-Specific Resource Use

0%

20%

40%

60%

80%

100%

Sensitivity IB

Culture IB

Pharmacy IB

Medlineplus

ICD9-CM

Journals

PubMed

Harrison's

Formulary

Ovid Medline

Micromedex

Page 52: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Context-Dependent Information Needs

Age Sex TrainingRole DataTask

Context

? !

Institution

Page 53: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Research Issues

• What are the information needs?• Which context information is important

• What resources can satisfy needs?• How can retrieval be automated?

– What context data are used?– How are the data translated?– How are the data transmitted?

Page 54: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

G.O. BarnettDXplain

Covel et al.Information Needs

UMLSProject

First Versionof UMLS

ICD9MeSH

MedlineButton

Mosaic

Infobuttons

Web-basedGeneric Queries

InfobuttonManager

PubMED

Web DXplain

DXplainButton

WebCIS

Page 55: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Infobuttons vs. Infobutton Manager

Pageof

Hyperlinks

InfobuttonClinical System Resourc

e

InfobuttonManager

ContextQuery

KnowledgeBase

s

Page 56: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 57: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Infobutton Manager Version 1 2

• Heuristic evaluation:– Language– Match– Minimalist– Consistency– Memory

• Infobuttons placed too far from concept (scope)• Questions repeat concept each time (too wordy)• Resource not always clear (match)• Result: questions simplified, resource identified

Page 58: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 59: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 60: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Infobutton Manager Version 2 3

• Low selection rate• Long perusal time• Class project: improve the Infobutton Manager user

interface• Consistent appearance/layout• Minimal text (topics, not questions)• Lab evaluation of Version 2: perusal time - 11.13 sec• Lab evaluation of Version 3: perusal time - 5.92 sec

Page 61: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 62: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 63: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 64: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 65: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 66: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 67: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 68: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 69: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 70: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 71: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

1984 1986 1988 1990 1992 1994 1996 1998 2000 2002 2004

G.O. BarnettDXplain

Covel et al.Information Needs

UMLSProject

First Versionof UMLS

ICD9MeSH

MedlineButton

Mosaic

Infobuttons

Web-basedGeneric Queries

InfobuttonManager

InfobuttonManagerStandard

PubMED

Web DXplain

DXplainButton

WebCIS

Page 72: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Infobutton Managers have been Deployed

• New York Presbyterian Hospital’s WebCIS

• New York Presbyterian Hospital’s Eclipsys

• New York State Psychiatric Institute’s PSYCKES

• Regenstrief Medical Record System

• LDS Hospital’s HELP system

• Partners Healthcare System’s Knowledgeliink

• Vanderbilt University’s PC-POETS

Page 73: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 74: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 75: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 76: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Evaluation of the Columbia University’s Infobutton Manager at NYPH

• Use: who, what, when, where, and why?

• How usable is it?

• How useful is it?

• What impact is it having?

Page 77: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Evaluation Modalities

• System log files

• Pop-up surveys

• On-line feedback

• E-mail surveys

Page 78: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

How much did the IM increase access to health resources?

• Over two years: 20,249 accesses

• Currently: 1,226 per month

Page 79: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Resource and Question Selection from HR and IM Pages

0

1000

2000

3000Laboratory Results Review

0

200

400

600Inpatient Drug Order Review

0

20

40

60Microbiology Sensitivity Results

0

100

200Diagnosis List

0

20

40

60Inpatient Lab Order Entry

0

50

100

150

200Inpatient Drug Order Entry

Page 80: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Pop-up Survey Responses

Q1: Easy to useQ2: Got answerQ3: Helpful

Page 81: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

E-mail Survey Responses

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40%

60%

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Q2 Q3 Q4 Q5 Q6

5

4

3

2

1

Q2: Infobuttons are easy to useQ3: Presence of question on the listQ4: Speed of answerQ5: Helpful answerQ6: Positive effect on patient care decisions1 (strongly positive) to 5 (strongly negative)

Page 82: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Usabilty

• Pop-ups and e-mail surveys correlated

• Easy to use (83-92%)

• Faster than usual method (62%)

Page 83: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Usefulness

• Logs, pop-ups, and e-mail correlated• Useful (69-77%)• Question on the list at least half the time (89%)• Questions often not on the list:

– Test interpretation– Drug details (cost, interactions)

• 90% got helpful answer

Page 84: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Impact

• Over 20,000 accesses to resources (9%)

• Positive impact at least half the time: 74%

• 14 respondents identified one or more specific situations in which patient care improved

Page 85: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

But Jim, How Can I Play Along at Home?

• Insert Web browser link into clinical system

• Set up Infobutton Manager tables:

– Translation of concept of interest

– Define questions to be answered

– Figure out how to answer the questions• What resource?• How to automate the retrieval?

– Define the contexts for the questions

Page 86: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 87: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
Page 88: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.
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Page 90: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Librarian Infobutton Tailoring Environment (LITE)

• Establish a community of users

• Develop prototype

• Iterative design with feedback

• Tutorial

• Training

• Help with integration

• Terminology issues

• G08 (resource) grant proposal to the NLM

Page 91: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Conclusions

• Infobuttons are easy to build and integrate• Infobuttons increase access to health knowledge• Infobuttons improve patient care• Many possible questions in each context• User interface needs to help user navigate questions• Dissemination to other systems requires:

– Integration into clinical systems– Finalization of HL7 standard– Standardized interfaces to knowledge resources– Solving the “terminology problem”– Building LITE

Page 92: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Acknowledgments• The Columbia team: Jianhua Li, Sue Bakken, Vimla Patel,

Leanne Currie, Sarah Collins

• The Students: Mureen Allen, Beth Friedmann, Kevin Jackson, Jenia Pevzner, Jesse Wrenn

• LDS/IHC: Guilherme del Fiol, Stan Huff

• Regenstrief: Marc Overhage, JT Finnell

• NYSPI: Tom White

• National Library of Medicine research grant

• National Library of Medicine training grant

• National Institute of Nursing Research

• National Library of Medicine Resource Grant?

www.dmi.columbia.edu/homepages/ciminoj/Infobuttons.html

Page 93: Infobuttons: Linking Clinical Information Systems to On-Line Information Resources to Resolve Clinician Information Needs James J. Cimino, M.D. Biomedical.

Questions?