History of Health Information Technology in the U.S.

History of Health Information
Technology in the U.S.
History of Clinical Decision Support Systems
Lecture b – Examples of Early CDS
Systems
This material (Comp 5 Unit 7) was developed by the University of Alabama at Birmingham, funded by the
Department of Health and Human Services, Office of the National Coordinator for Health Information
Technology under Award Number 90WT0007.
This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
License. To view a copy of this license, visit 
http://creativecommons.org
.
History of Clinical Decision
Support Systems
Learning Objectives
Describe various types and structures of clinical decision
support (CDS) systems
Discuss the evolution of clinical decision support from
expert system research
Discuss the changes in focus of clinical decision support
from the 1980s to the present
Discuss the change in architecture and mode of access
of clinical decision support systems from the 1980s to
the present
Describe some of the early clinical decision support
systems
Discuss the historical challenges in implementing CDS
2
Examples of Early CDS
MYCIN
INTERNIST-1/QMR
DXplain
Antibiotic Assistant
Regenstrief CDS
Sources:
 
(Buchanan & Shortliffe, 1984)
 
(Clancey & Shortliffe, 1984)
3
MYCIN
Expert system developed at Stanford
Provided diagnostic and therapeutic advice like
an expert consultant
4
MYCIN 2
Infectious diseases
Diagnosed causal organism
Suggested drug to treat infection
5
MYCIN 3
Certainty factors
Performed well compared to experts
Model expanded to oncology and other areas
6
MYCIN 4
Stand-alone system
Never used in practice
Source:
 
(Wyatt, 1999)
7
INTERNIST-1
Expert system developed at University of
Pittsburgh
Diagnosis in Internal Medicine
Captured expert’s knowledge
Source:
 
(Miller, et al., 1982)
8
INTERNIST-1 2
User entered findings and system produced
diagnosis
Controlled vocabulary
Weighted positive and negative findings —
evoking strength, frequency and importance
9
Quick Medical Reference (QMR)
Decision support, not an expert system
Demise of the “Greek Oracle” model
Source:
 
(Miller & Masarie, 1990)
10
Quick Medical Reference (QMR) 2
Used the INTERNIST-1 knowledge base
Stand-alone commercial system no longer
available
Integrated with Vanderbilt’s EHR
Part of McKesson’s Horizon Expert Orders
Source:
 
(Miller, Masarie & Myers, 1986)
11
DXplain
Diagnostic decision support system developed
at Massachusetts General Hospital
Similar structure to QMR
Stand-alone program
Source:
 
(Barnett, et al., 1987)
12
Dxplain 2
1980s to the present
1980s dial up network (AMA/NET)
13
1987 Version of Rapid Response
“It requires about two minutes to complete the
dial-in sequence to log onto AMA/NET and to
connect to the computer located at
Massachusetts General Hospital.”
Source:
 
(Barnett, et al., 1987)
14
Dxplain 3
Diagnostic Decision Support System developed
at Massachusetts General Hospital
Similar structure to QMR
Stand-alone program
1980s to the present
1980s dial up network (AMA/NET)
1990s floppy disks
2000s Web-based
Source:
 
(Hoffer, et al., 2005)
15
Antibiotic Assistant
Advising and critiquing system for use of
antibiotics developed at LDS Hospital, Utah
Integrated with the LDS Hospital information
systems as part of HELP system (Health
Evaluation through Logical Processing)
Provided advice on orders for antibiotics to
prevent infections
Currently in use in LDS Hospital and other
hospitals part of the Intermountain Health Care
(IHC)
Source:
 
(Haug, et al., 2007)
16
Regenstrief CDS
Developed by informatics experts at the
Regenstrief Medical Institute in Indiana and
used at multiple hospitals and clinics
Integrated with the Regenstrief Medical Record
System (RMRS)
Reminder type of CDS
Gradual expansion of rules and sites
Source:
 
(Mamlin, et al., 2007)
17
History of Clinical Decision
Support Systems
Summary – Lecture b
Examples of CDS and how they evolved
18
History of Clinical Decision
Support Systems
References – Lecture b
R
e
f
e
r
e
n
c
e
s
Barnett GO, Cimino JJ, Hupp JA, Hoffer EP. DXplain. An evolving diagnostic decision-support system.
JAMA. 1987 Jul 3;258(1):67-74.
Buchanan BG, Shortliffe EH, editors. Rule-based expert systems: the MYCIN experiments of the
Stanford Heuristic Programming Project. Palo Alto (CA): Association for the Advancement of
Artificial Intelligence; 1984 Available from: 
www.aaai.org
Clancey WJ, Shortliffe EH, editors. Readings in medical artificial intelligence: the first decade. Palo
Alto (CA): Association for the Advancement of Artificial Intelligence; 1984. Available from:
www.aaai.org
Haug PJ, Gardner RM, Evans RS, Rocha BH, Rocha RA. Clinical decision support at Intermountain
Healthcare. In: Berner ES, editor. Clinical Decision Support Systems: Theory and Practice. New
York: Springer; 2007. p. 159-89.
Hoffer EP, Feldman MJ, Kim RJ, Famiglietti KT, Barnett GO. DXplain: patterns of use of a mature
expert system. AMIA Annu Symp Proc. 2005:321-5.
Mamlin BW, Overahage JM, Tierney W, Dexter P, McDonald CJ. Clinical decision support within the
Regenstrief Medical Record System. In: Berner ES, editor. Clinical Decision Support Systems:
Theory and Practice. New York: Springer, 2007. p. 190-214.
19
History of Clinical Decision
Support Systems
References 2 – Lecture b
R
e
f
e
r
e
n
c
e
s
Miller RA, Masarie FE Jr. The demise of the "Greek Oracle" model for medical diagnostic systems.
Methods Inf Med. 1990 Jan;29(1):1-2.
Miller R, Masarie FE, Myers JD. Quick medical reference (QMR) for diagnostic assistance. MD
Comput. 1986 Sep-Oct;3(5):34-48.
Miller RA, Pople HE, Myers JD. INTERNIST-1: An experimental computer-based diagnostic
consultant. N Engl J Med. 1982;307:468-76.
Wyatt JC. The promises and perils of modeling medical reasoning. In: van Bemmel JH, McCray AT,
editors. Yearbook of Medical Informatics 1999. Stuttgart: Schattauer Verlag;1999. p. 161-5.
 
20
History of Health IT in the US
History of Clinical Decision
Support Systems Lecture b
This material was developed by the
University of Alabama at Birmingham,
funded by the Department of Health and
Human Services, Office of the National
Coordinator for Health Information
Technology under Award Number
90WT0007.
21
Slide Note

Welcome to History of Health Information Technology in the US, History of Clinical Decision Support Systems. This is lecture B, Examples of Early CDS Systems. This lecture illustrates some examples of the types of early CDS (pronounced C-D-S).

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This material discusses the evolution of clinical decision support systems from expert system research to the present day, highlighting early systems like MYCIN and INTERNIST-1/QMR. Explore the types, structures, and historical challenges in implementing CDS systems. Gain insights into the changes in focus, architecture, and modes of access in CDS development over the years.

  • Clinical Decision Support
  • Evolution
  • Expert Systems
  • Healthcare Technology
  • History

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  1. History of Health Information Technology in the U.S. History of Clinical Decision Support Systems Lecture b Examples of Early CDS Systems This material (Comp 5 Unit 7) was developed by the University of Alabama at Birmingham, funded by the Department of Health and Human Services, Office of the National Coordinator for Health Information Technology under Award Number 90WT0007. This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org.

  2. History of Clinical Decision Support Systems Learning Objectives Describe various types and structures of clinical decision support (CDS) systems Discuss the evolution of clinical decision support from expert system research Discuss the changes in focus of clinical decision support from the 1980s to the present Discuss the change in architecture and mode of access of clinical decision support systems from the 1980s to the present Describe some of the early clinical decision support systems Discuss the historical challenges in implementing CDS 2

  3. Examples of Early CDS MYCIN INTERNIST-1/QMR DXplain Antibiotic Assistant Regenstrief CDS Sources: (Buchanan & Shortliffe, 1984) (Clancey & Shortliffe, 1984) 3

  4. MYCIN Expert system developed at Stanford Provided diagnostic and therapeutic advice like an expert consultant 4

  5. MYCIN 2 Infectious diseases Diagnosed causal organism Suggested drug to treat infection 5

  6. MYCIN 3 Certainty factors Performed well compared to experts Model expanded to oncology and other areas 6

  7. MYCIN 4 Stand-alone system Never used in practice Source: (Wyatt, 1999) 7

  8. INTERNIST-1 Expert system developed at University of Pittsburgh Diagnosis in Internal Medicine Captured expert s knowledge Source: (Miller, et al., 1982) 8

  9. INTERNIST-1 2 User entered findings and system produced diagnosis Controlled vocabulary Weighted positive and negative findings evoking strength, frequency and importance 9

  10. Quick Medical Reference (QMR) Decision support, not an expert system Demise of the Greek Oracle model Source: (Miller & Masarie, 1990) 10

  11. Quick Medical Reference (QMR) 2 Used the INTERNIST-1 knowledge base Stand-alone commercial system no longer available Integrated with Vanderbilt s EHR Part of McKesson s Horizon Expert Orders Source: (Miller, Masarie & Myers, 1986) 11

  12. DXplain Diagnostic decision support system developed at Massachusetts General Hospital Similar structure to QMR Stand-alone program Source: (Barnett, et al., 1987) 12

  13. Dxplain 2 1980s to the present 1980s dial up network (AMA/NET) 13

  14. 1987 Version of Rapid Response It requires about two minutes to complete the dial-in sequence to log onto AMA/NET and to connect to the computer located at Massachusetts General Hospital. Source: (Barnett, et al., 1987) 14

  15. Dxplain 3 Diagnostic Decision Support System developed at Massachusetts General Hospital Similar structure to QMR Stand-alone program 1980s to the present 1980s dial up network (AMA/NET) 1990s floppy disks 2000s Web-based Source: (Hoffer, et al., 2005) 15

  16. Antibiotic Assistant Advising and critiquing system for use of antibiotics developed at LDS Hospital, Utah Integrated with the LDS Hospital information systems as part of HELP system (Health Evaluation through Logical Processing) Provided advice on orders for antibiotics to prevent infections Currently in use in LDS Hospital and other hospitals part of the Intermountain Health Care (IHC) Source: (Haug, et al., 2007) 16

  17. Regenstrief CDS Developed by informatics experts at the Regenstrief Medical Institute in Indiana and used at multiple hospitals and clinics Integrated with the Regenstrief Medical Record System (RMRS) Reminder type of CDS Gradual expansion of rules and sites Source: (Mamlin, et al., 2007) 17

  18. History of Clinical Decision Support Systems Summary Lecture b Examples of CDS and how they evolved 18

  19. History of Clinical Decision Support Systems References Lecture b References Barnett GO, Cimino JJ, Hupp JA, Hoffer EP. DXplain. An evolving diagnostic decision-support system. JAMA. 1987 Jul 3;258(1):67-74. Buchanan BG, Shortliffe EH, editors. Rule-based expert systems: the MYCIN experiments of the Stanford Heuristic Programming Project. Palo Alto (CA): Association for the Advancement of Artificial Intelligence; 1984 Available from: www.aaai.org Clancey WJ, Shortliffe EH, editors. Readings in medical artificial intelligence: the first decade. Palo Alto (CA): Association for the Advancement of Artificial Intelligence; 1984. Available from: www.aaai.org Haug PJ, Gardner RM, Evans RS, Rocha BH, Rocha RA. Clinical decision support at Intermountain Healthcare. In: Berner ES, editor. Clinical Decision Support Systems: Theory and Practice. New York: Springer; 2007. p. 159-89. Hoffer EP, Feldman MJ, Kim RJ, Famiglietti KT, Barnett GO. DXplain: patterns of use of a mature expert system. AMIA Annu Symp Proc. 2005:321-5. Mamlin BW, Overahage JM, Tierney W, Dexter P, McDonald CJ. Clinical decision support within the Regenstrief Medical Record System. In: Berner ES, editor. Clinical Decision Support Systems: Theory and Practice. New York: Springer, 2007. p. 190-214. 19

  20. History of Clinical Decision Support Systems References 2 Lecture b References Miller RA, Masarie FE Jr. The demise of the "Greek Oracle" model for medical diagnostic systems. Methods Inf Med. 1990 Jan;29(1):1-2. Miller R, Masarie FE, Myers JD. Quick medical reference (QMR) for diagnostic assistance. MD Comput. 1986 Sep-Oct;3(5):34-48. Miller RA, Pople HE, Myers JD. INTERNIST-1: An experimental computer-based diagnostic consultant. N Engl J Med. 1982;307:468-76. Wyatt JC. The promises and perils of modeling medical reasoning. In: van Bemmel JH, McCray AT, editors. Yearbook of Medical Informatics 1999. Stuttgart: Schattauer Verlag;1999. p. 161-5. 20

  21. History of Health IT in the US History of Clinical Decision Support Systems Lecture b This material was developed by the University of Alabama at Birmingham, funded by the Department of Health and Human Services, Office of the National Coordinator for Health Information Technology under Award Number 90WT0007. 21

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