SlideShare a Scribd company logo
Overview of
Health Informatics
Nawanan Theera-Ampornpunt, M.D., Ph.D.
Faculty of Medicine Ramathibodi Hospital
For 9th Healthcare CIO,
Ramathibodi Hospital Administration School
March 4, 2019 Except where citing
other works
2
Session Outline
• Overview of Health Informatics
– This presentation
• Overview of Health IT
– Next presentation
3
What Is “Informatics”
• French: informatique = the science and
technology of information processing using
computers (Greenes & Shortliffe, 1990)
• “[T]he discipline focused on the acquisition,
storage, and use of information in a specific
setting or domain” (Hersh, 2009)
• “[T]he science of information”
(Bernstam et al, 2010)
4
Medical Informatics
• “Ancient” term
• Being retired
• Future use discouraged by experts
• Only retained in titles of professional
organizations
Main Problems
• Medical = Doctor? (e.g. not nursing?)
• Medical informatics vs. Clinical informatics
5
Better Terms
• Biomedical informatics
• Health informatics
• Biomedical and Health informatics
A Few Subtleties
• Health informatics suggests the goal is “health”
• Health informatics vs Public health informatics
• Health informatics includes Bioinformatics?
• No clear winner between
Biomedical informatics vs. Health informatics
6
But What Is M/B/H Informatics Anyway?
• Medical computing/computers in medicine?
• ‘[R]eferring to biomedical informatics as
“computers in medicine” is like defining
cardiology as “stethoscopes in medicine”.’
(Bernstam et al, 2010)
• “[T]he field concerned with the cognitive,
information processing, and communication
tasks of medical practice, education, and
research, including the information science and
technology to support these tasks”
(Greenes & Shortliffe, 1990)
7
More Definitions of M/B/H Informatics
• “[T]he field that is concerned with the optimal
use of information, often aided by the use of
technology, to improve individual health,
health care, public health, and biomedical
research” (Hersh, 2009)
• “[T]he application of the science of
information as data plus meaning to
problems of biomedical interest” (Bernstam et al, 2010)
8
Summary About M/B/H Informatics
• Focuses more on information, not technology
• Task-oriented view:
Collection Processing
Storage
Utilization
Communication/
Dissemination/
Presentation
9
Summary About M/B/H Informatics
• Areas under the domain of M/B/H informatics
– Health service delivery (health care)
• Medical, dental, nursing, pharmacy, etc.
• IT management in health care organizations
– Public health
• Policy & administration, epidemiology, environmental
health, health services research, etc.
– Individual patient/consumer’s health
– Education of health professionals
– Biomedical research (clinical trials, public health
research, research in biomedical sciences)
10
So....What Is Information?
Data-Information-Knowledge-Wisdom
(DIKW) Pyramid
Wisdom
Knowledge
Information
Data
11
Wisdom
Knowledge
Information
Data
Data-Information-Knowledge-Wisdom
Contextualization/
Interpretation
Processing/
Synthesis/
Organization
Judgment
12
Example
Wisdom
Knowledge
Information
Data
Contextualization/
Interpretation
Processing/
Synthesis/
Organization
Judgment
100,000,000
I have 100,000,000 baht
in my bank account
I am rich!!!!!
I should buy a BMW
(and a BIG house)!
Identify/exemplify data,
information, knowledge,
and wisdom
Class Exercise #1
14
Class Exercise #1: Problem A
• Patient A has a blood pressure
reading of 170/100 mmHg
15
Class Exercise #1: Problem B
• Patient B is allergic to penicillin. He
was recently prescribed amoxicillin
for his sore throat.
16
Class Exercise #1: Problem C
• Patient C’s plain film X-ray is as shown:
17
Class Exercise #1: Problem A
• Patient A has a blood pressure
reading of 170/100 mmHg
18
Class Exercise #1: Problem A
• Patient A has a blood pressure
reading of 170/100 mmHg
• Data: 170/100
• Information: BP of Patient A = 170/100 mmHg
• Knowledge: Patient A has high blood pressure
• Wisdom:
– Patient A needs to be investigated for cause of HT
– Patient A needs to be treated with anti-hypertensives
– Patient A needs to be referred to a cardiologist
19
Class Exercise #1: Problem B
• Patient B is allergic to penicillin. He
was recently prescribed amoxicillin
for his sore throat.
20
Class Exercise #1: Problem B
• Patient B is allergic to penicillin. He was recently
prescribed amoxicillin for his sore throat.
• Data: Penicillin, amoxicillin, sore throat
• Information:
– Patient B has penicillin allergy
– Patient B was prescribed amoxicillin for his sore throat
• Knowledge:
– Patient B may have allergic reaction to his prescription
• Wisdom:
– Patient B should not take amoxicillin!!!
21
Class Exercise #1: Problem C
• Patient C’s plain film X-ray is as shown:
22
Class Exercise #1: Problem C
• Patient C’s plain film X-ray
• Data:
• Information:
– Patient C’s plain film X-ray is as seen in the image
– There is a break in the continuity of the periosteum of
Patient C’s left radius and ulna
• Knowledge:
– Patient C has fractures of left radius and ulna
• Wisdom:
– Patient C’s fractures need to be properly treated
Image Source: http://en.wikipedia.org/wiki/Bone_fracture
23
Back to Earlier Definitions of Informatics
M/B/H Informatics is...
• “[T]he field that is concerned with the optimal
use of information, often aided by the use of
technology, to improve individual health,
health care, public health, and biomedical
research” (Hersh, 2009)
• “[T]he application of the science of
information as data plus meaning to
problems of biomedical interest” (Bernstam et al, 2010)
Informatics focuses on “I”, not “T”
What is
“Biomedical Informatics”?
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
25
Biomedical Informatics
Biomedical informatics (BMI) is the
interdisciplinary field that studies
and pursues the effective uses of
biomedical data, information, and
knowledge for scientific inquiry,
problem solving, and decision
making, motivated by efforts to
improve human health.
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
26
Biomedical Informatics:
Corollaries to the Definition
1. BMI develops, studies and applies
theories, methods and processes
for the generation, storage,
retrieval, use, and sharing of
biomedical data, information, and
knowledge.
2. BMI builds on computing,
communication and information
sciences and technologies and
their application in biomedicine.
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
27
3. BMI investigates and supports reasoning, modeling,
simulation, experimentation and translation across the
spectrum from molecules to populations, dealing with a variety
of biological systems, bridging basic and clinical research and
practice, and the healthcare enterprise.
4. BMI, recognizing that people are the ultimate users of
biomedical information, draws upon the social and behavioral
sciences to inform the design and evaluation of technical
solutions and the evolution of complex economic, ethical,
social, educational, and organizational systems.
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics:
Corollaries to the Definition
Basic Research
Applied Research
And Practice
Biomedical Informatics Methods,
Techniques, and Theories
Bioinformatics
Clinical
Informatics
Imaging
Informatics
Public Health
Informatics
Biomedical Informatics ≠ Bioinformatics
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
29
Interdisciplinary Nature of
Biomedical Informatics
Biomedical
Informatics
Cognitive Science
& Decision Making
Management
Sciences
Clinical
Sciences
Basic Biomedical
Sciences
Epidemiology
And Statistics
Bioengineering
Computer
Science
(hardware)
Computer
Science
(software)
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical
Informatics
Textbook
(4th edition)
Springer Verlag - 2013
Reproduced/Adapted from American
Medical Informatics Association
(http://www.amia.org/about-amia/science-
informatics)
Biomedical Informatics in
Perspective
Basic Research
Applied Research
And Practice
Biomedical Informatics Methods,
Techniques, and Theories
Imaging
Informatics
Clinical
Informatics
Bioinformatics
Public Health
Informatics
Molecular and
Cellular
Processes
Tissues and
Organs
Individuals
(Patients)
Populations
And Society
Biomedical Informatics ≠ Health Informatics
Health Informatics
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Basic Research
Applied Research
And Practice
Biomedical Informatics Methods,
Techniques, and Theories
Imaging
Informatics
Clinical
Informatics
Bioinformatics
Public Health
Informatics
Molecular and
Cellular
Processes
Tissues and
Organs
Individuals
(Patients)
Populations
And SocietyContinuum with “Fuzzy” Boundaries
Biomolecular
Imaging
Consumer
Health
Pharmaco-
genomics
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Basic Research
Applied Research
And Practice
Biomedical Informatics Methods,
Techniques, and Theories
Imaging
Informatics
Clinical
Informatics
Bioinformatics
Public Health
Informatics
Molecular and
Cellular
Processes
Tissues and
Organs
Individuals
(Patients)
Populations
And SocietyContinuum with “Fuzzy” Boundaries
Clinical
Translational
Science
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Biomedical Informatics Methods,
Techniques, and Theories
Applied
Informatics
Clinical or
Biomedical
Domain of
Interest
Contributes to….
Draws upon….
Computer
Science
Draw upon….
Contribute to...
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Decision
Science
Biomedical Informatics Methods,
Techniques, and Theories
Applied
Informatics
Clinical or
Biomedical
Domain of
Interest
Contributes to….
Draws upon….
Draw upon….
Contribute to...
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Cognitive
Science
Biomedical Informatics Methods,
Techniques, and Theories
Applied
Informatics
Clinical or
Biomedical
Domain of
Interest
Contributes to….
Draws upon….
Draw upon….
Contribute to...
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Information
Sciences
Biomedical Informatics Methods,
Techniques, and Theories
Applied
Informatics
Clinical or
Biomedical
Domain of
Interest
Contributes to….
Draws upon….
Draw upon….
Contribute to...
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Management
Sciences
Biomedical Informatics Methods,
Techniques, and Theories
Applied
Informatics
Clinical or
Biomedical
Domain of
Interest
Contributes to….
Draws upon….
Draw upon….
Contribute to...
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Other
Component
Sciences
Biomedical Informatics Methods,
Techniques, and Theories
Applied
Informatics
Clinical or
Biomedical
Domain of
Interest
Contributes to….
Draws upon….
Draw upon….
Contribute to...
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Biomedical Informatics in
Perspective
Education of Biomedical
Informatics Researchers
Basic Research
Applied Research
Biomedical Informatics Methods,
Techniques, and Theories
Bioinformatics
Imaging
Informatics
Clinical
Informatics
Public Health
Informatics
Education
and
Experience
at Both
Levels
Contributions
Expected
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
An Envisioned Cycle That Ties Patient Care
with Knowledge Creation and Dissemination
Providers
Caring for
Patients
Electronic
Health
Records
Regional
and
National
Public
Health and
Disease
Registries
Biomedical
and
Clinical
Research
Information,
Decision-Support,
and Order-Entry
Systems
Creation of
Protocols,
Guidelines,
and
Educational
Materials
Standards
for
Prevention
and
Treatment
A “Learning
Healthcare
System”
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
BMI and HIT
Biomedical Informatics
Training, Research and
Development
• Academia
• Research Institutes
• Corporate Research Labs
Clinical Systems Companies
Academic Medical Centers
Biomedical Research
Community
PEOPLE
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Hospitals, Health
Systems, Practices,
Healthcare Industry
BMI and HIT
Biomedical Informatics
Training, Research and
Development
• Academia
• Research Institutes
• Corporate Research Labs
Clinical Systems Companies
Academic Medical Centers
Biomedical Research
Community
IDEAS
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
Hospitals, Health
Systems, Practices,
Healthcare Industry
BMI and HIT
Biomedical Informatics
Training, Research and
Development
• Academia
• Research Institutes
• Corporate Research Labs
Clinical Systems Companies
Academic Medical Centers
Biomedical Research
Community Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
SOFTWARE
Hospitals, Health
Systems, Practices,
Healthcare Industry
BMI and HIT
Biomedical Informatics
Training, Research and
Development
• Academia
• Research Institutes
• Corporate Research Labs
Clinical Systems Companies
Academic Medical Centers
Hospitals, Health
Systems, Practices,
Healthcare Industry
Biomedical Research
Community Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
METHODS
Biomedical Informatics
Training, Research and
Development
• Academia
• Research Institutes
• Corporate Research Labs
Clinical Systems Companies
Academic Medical Centers
Hospitals, Health
Systems, Practices,
Healthcare IndustrySynergies
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
BMI and HIT
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
BMI and HIT
AMIA:
The Professional
Home for Biomedical
and Health Informatics
Reproduced/Adapted from American Medical Informatics Association
(http://www.amia.org/about-amia/science-informatics)
49
M/B/H Informatics As A Field
(Shortliffe, 2002)
50
M/B/H Informatics As A Field
(Hersh, 2009)
51
M/B/H Informatics and Other Fields
Biomedical/
Health
Informatics
Computer &
Information
Science
Engineering
Cognitive
& Decision
Science
Social
Sciences
(Psychology,
Sociology,
Linguistics,
Law &
Ethics)
Statistics &
Research
Methods
Medical
Sciences &
Public Health
Management
Library
Science,
Information
Retrieval,
KM
And More!
52
Areas of Popular Interests (Selected)
• Health IT applications & implementation
– Electronic Health Records (EHRs)
– Computerized Physician Order Entry (CPOE)
– Clinical Decision Support Systems (CDSSs)
– Picture Archiving and Communication Systems (PACS)
– Other hospital IT (nursing, pharmacy, lab, etc.)
– Personal Health Records (PHRs)
– Telemedicine & Telehealth
• eHealth, mHealth, Health Information Exchange (HIE)
• Health IT adoption and use, public policy
• People & organizational (POI), ethical-legal-social (ELSI)
• Consumer health
• Knowledge representation & discovery, NLP
• Standards & Interoperability
• Workforce building & education
53
Roles of People in M/B/H Informatics
• IT Executives
– Chief Information Officer (CIO)
– Chief Medical Information Officer (CMIO)
– Chief Nursing Information Officer (CNIO)
– Chief Technology Officer (CTO)
• System analysts, designers, developers, implementers,
engineers, project managers, trainers
• Clinicians with informatics background (super-users,
change agents, business analysts)
• Specialists in specific areas
– HIE specialists, security & privacy specialists
– Health information management specialists, medical
records personnel
• Policy makers & policy analysts
• Academicians (educators, researchers, innovators)
54
Levels of M/B/H Informatics Training
• Informatics contents in professional education
– Initial training (core/electives)
– Residency & fellowship training
– Continuing education
• Certificate programs/Short courses e.g. Ramathibodi’s
Healthcare CIO, MoPH’s GEEKS
• Bachelor’s degree in informatics or related fields
• Master’s and doctoral degrees in informatics
– U.S., Europe, Australia, New Zealand
– Thailand (Master’s)
• Ramkhamhaeng University
• Faculty of Public Health, Mahidol University
• Faculty of Tropical Medicine, Mahidol University
• Clinical informatics fellowships (U.S.)
• Postdoctoral fellowships (e.g. NLM)
55
Informatics Workforce in Thailand
• In other countries, 1 IT staff is employed per
about 50-70 non-IT staffs (Hersh, 2008)
• No available data about Thailand but...
– Only a handful of “informaticians” available
(both formally trained and otherwise)
– Many clinicians (and executives) who got interested in
IT (but many focus on the “technology” not
“information” and so would usually jump up and
down on the new technologies but would not be a
good IT manager or executive)
– Most computer science/ICT graduates lack exposure
to or understanding about healthcare
56
Professional Societies in M/B/H Informatics
• International Medical Informatics Association (IMIA)
– MEDINFO
• American Medical Informatics Association (AMIA)
– AMIA Annual Symposium
• Healthcare Information and Management Systems Society
(HIMSS)
– HIMSS Annual Conference & Exhibition
– HIMSS Asia Pac
• American Health Information Management Association
(AHIMA)
• Thai Medical Informatics Association (TMI)
– TMI Annual Conference
57
“Bible” of Biomedical/Health Informatics
Shortliffe EH, Cimino JJ, editors. Biomedical Informatics: Computer Applications in
Health Care and Biomedicine. 4rd ed. New York: Springer; 2014. 965 p.
https://www.amazon.com/Biomedical-Informatics-Computer-Applications-
Biomedicine/dp/1447144732
58
Useful Online Resources
• Societies amia.org imia.org himss.org tmi.or.th
• U.S. Office of the National Coordinator for Health IT
(ONC) www.hhs.gov/healthit
• Handbook of Biomedical Informatics
en.wikipedia.org/wiki/Book:Handbook_of_Biomedical_Informatics
• Blogs
– Life as a healthcare CIO geekdoctor.blogspot.com
– Informatics Professor informaticsprofessor.blogspot.com
59
Journals in the Field (Selected)
• Journal of the American Medical Informatics Association (JAMIA)
www.jamia.org
• International Journal of Medical Informatics (IJMI)
• Journal of Biomedical Informatics (JBI)
• Methods of Information in Medicine
• BMC Medical Informatics and Decision Making
• Journal of Medical Internet Research (JMIR)
• Applied Clinical Informatics (ACI)
• Healthcare Informatics Research (HIR)
• Yearbook of Medical Informatics
• Journal of the Thai Medical Informatics Association (JTMI)
• Occasionally, Health Affairs, New Engl J Med, & JAMA
• Healthcare Informatics www.healthcare-informatics.com
60
JTMI Articles Introducing the Field
Overview of Health IT
Next
62
References
• Bernstam EV, Smith JW, Johnson TR. What is biomedical
informatics? J Biomed Inform. 2010 Feb;43(1):104-10.
• Greenes RA, Shortliffe EH. Medical informatics. An emerging
academic discipline and institutional priority. JAMA. 1990 Feb
23;263(8):1114-1120.
• Hersh W. A stimulus to define informatics and health information
technology. BMC Med Inform Decis Mak. 2009;9:24.
• Hersh W. Health and biomedical informatics: opportunities and
challenges for a twenty-first century profession and its education.
Yearb Med Inform. 2008:157-164.

More Related Content

PPTX
Social Media and Text Analytics
PPTX
Health Informatics- Module 1-Chapter 1.pptx
PPTX
Exploratory Research Design - Meaning and Methods
PPTX
Qualitative research design
PPTX
Use of Computers In Hospitals
PPTX
Research Methodology-An Introduction
PPT
Questionnaire
PPT
Understanding research process
Social Media and Text Analytics
Health Informatics- Module 1-Chapter 1.pptx
Exploratory Research Design - Meaning and Methods
Qualitative research design
Use of Computers In Hospitals
Research Methodology-An Introduction
Questionnaire
Understanding research process

What's hot (15)

PDF
Health Informatics for Clinical Research (November 25, 2021)
PPTX
Chapter 5 - Research
PDF
IT & Decision Support Systems in Hospital Supply Chains
PDF
Public Health informatics, Consumer health informatics, mHealth & PHRs (Novem...
PPTX
Pretesting.pptx
PPTX
Research process
PDF
Social science research
PPTX
Theory of Reasoned Action and Theory of Planned Behavior
PPT
data collection methods
PPTX
Medical Records Privacy Confidentiality And Security
PPTX
Research assumptions
PPTX
Research methodology methods, methodology and techniques
PPTX
Research Ethics
PPTX
RESEARCH METHODOLOGY
PPTX
Ethnographic research
Health Informatics for Clinical Research (November 25, 2021)
Chapter 5 - Research
IT & Decision Support Systems in Hospital Supply Chains
Public Health informatics, Consumer health informatics, mHealth & PHRs (Novem...
Pretesting.pptx
Research process
Social science research
Theory of Reasoned Action and Theory of Planned Behavior
data collection methods
Medical Records Privacy Confidentiality And Security
Research assumptions
Research methodology methods, methodology and techniques
Research Ethics
RESEARCH METHODOLOGY
Ethnographic research
Ad

Similar to Overview of Health Informatics (March 4, 2019) (20)

PDF
Introduction to Health Informatics and Health IT in Clinical Settings (Part 1...
PDF
Overview of Health Informatics (Ramathibodi 7th Healthcare CIO)
PDF
Overview of Health Informatics (October 2, 2016)
PDF
Overview of Health Informatics
PDF
Overview of Health Informatics (July 2, 2015)
PDF
Overview of Health Informatics (October 7, 2020)
PDF
Overview of Health Informatics (October 4, 2021)
PDF
Overview of Health Informatics (October 2, 2019)
PDF
Overview of Health Informatics (October 4, 2018)
PDF
Introduction to Health Informatics and Health Information Technology (Part 1)...
PDF
Overview of Health Informatics
PDF
Introduction to Health Informatics and Health IT - Part 1
PDF
Health Informatics: An Overview of the Field
PDF
Health informatics: An Overview of the Field
PPTX
Introduction to Health Informatics
PDF
Health Informatics: An Overview of the Field
PPT
1. Health Informatics.ppt
PDF
Is661 medical terms definitions
PPT
Defining Biomedical Informatics and its Relationship to Dental Research and P...
PPTX
Rt131 lec 2
Introduction to Health Informatics and Health IT in Clinical Settings (Part 1...
Overview of Health Informatics (Ramathibodi 7th Healthcare CIO)
Overview of Health Informatics (October 2, 2016)
Overview of Health Informatics
Overview of Health Informatics (July 2, 2015)
Overview of Health Informatics (October 7, 2020)
Overview of Health Informatics (October 4, 2021)
Overview of Health Informatics (October 2, 2019)
Overview of Health Informatics (October 4, 2018)
Introduction to Health Informatics and Health Information Technology (Part 1)...
Overview of Health Informatics
Introduction to Health Informatics and Health IT - Part 1
Health Informatics: An Overview of the Field
Health informatics: An Overview of the Field
Introduction to Health Informatics
Health Informatics: An Overview of the Field
1. Health Informatics.ppt
Is661 medical terms definitions
Defining Biomedical Informatics and its Relationship to Dental Research and P...
Rt131 lec 2
Ad

More from Nawanan Theera-Ampornpunt (20)

PDF
Health Informatics for Health Service Systems (March 11, 2024)
PDF
Personal Data Protection Act and the Four Subordinate Laws (February 29, 2024)
PDF
Privacy & PDPA Awareness Training for Ramathibodi Residents (October 5, 2023)
PDF
Case Study PDPA Workshop (September 15, 2023)
PDF
Case Studies on Overview of PDPA and its Subordinate Laws (September 15, 2023)
PDF
Ramathibodi Security & Privacy Awareness Training (Fiscal Year 2023)
PDF
Relationship Between Thailand's Official Information Act and Personal Data Pr...
PDF
Social Media - PDPA: Is There A Way Out? (October 19, 2022)
PDF
Do's and Don'ts on PDPA for Doctors (May 31, 2022)
PDF
Telemedicine: A Health Informatician's Point of View
PDF
Meeting Management (March 2, 2022)
PDF
การบริหารความเสี่ยงคณะฯ (February 9, 2022)
PDF
จริยธรรมและกฎหมายที่เกี่ยวข้องกับเทคโนโลยีสารสนเทศทางสุขภาพ (February 8, 2022)
PDF
พระราชบัญญัติคุ้มครองข้อมูลส่วนบุคคล พ.ศ. 2562 (PDPA) (January 21, 2022)
PDF
Digital Health Transformation for Health Executives (January 18, 2022)
PDF
Updates on Privacy & Security Laws (November 26, 2021)
PDF
Hospital Informatics (November 26, 2021)
PDF
Research Ethics and Ethics for Health Informaticians (November 15, 2021)
PDF
Consumer Health Informatics, Mobile Health, and Social Media for Health: Part...
PDF
Consumer Health Informatics, Mobile Health, and Social Media for Health: Part...
Health Informatics for Health Service Systems (March 11, 2024)
Personal Data Protection Act and the Four Subordinate Laws (February 29, 2024)
Privacy & PDPA Awareness Training for Ramathibodi Residents (October 5, 2023)
Case Study PDPA Workshop (September 15, 2023)
Case Studies on Overview of PDPA and its Subordinate Laws (September 15, 2023)
Ramathibodi Security & Privacy Awareness Training (Fiscal Year 2023)
Relationship Between Thailand's Official Information Act and Personal Data Pr...
Social Media - PDPA: Is There A Way Out? (October 19, 2022)
Do's and Don'ts on PDPA for Doctors (May 31, 2022)
Telemedicine: A Health Informatician's Point of View
Meeting Management (March 2, 2022)
การบริหารความเสี่ยงคณะฯ (February 9, 2022)
จริยธรรมและกฎหมายที่เกี่ยวข้องกับเทคโนโลยีสารสนเทศทางสุขภาพ (February 8, 2022)
พระราชบัญญัติคุ้มครองข้อมูลส่วนบุคคล พ.ศ. 2562 (PDPA) (January 21, 2022)
Digital Health Transformation for Health Executives (January 18, 2022)
Updates on Privacy & Security Laws (November 26, 2021)
Hospital Informatics (November 26, 2021)
Research Ethics and Ethics for Health Informaticians (November 15, 2021)
Consumer Health Informatics, Mobile Health, and Social Media for Health: Part...
Consumer Health Informatics, Mobile Health, and Social Media for Health: Part...

Recently uploaded (20)

PDF
Pharmacology slides archer and nclex quest
PPTX
Rheumatic heart diseases with Type 2 Diabetes Mellitus
PDF
Myers’ Psychology for AP, 1st Edition David G. Myers Test Bank.pdf
PPTX
Trichuris trichiura infection
PPTX
CBT FOR OCD TREATMENT WITHOUT MEDICATION
PPTX
Infection prevention and control for medical students
PDF
Dr. Jasvant Modi - Passionate About Philanthropy
PPT
Parental-Carer-mental-illness-and-Potential-impact-on-Dependant-Children.ppt
PPTX
PEDIATRIC OSCE, MBBS, by Dr. Sangit Chhantyal(IOM)..pptx
PPTX
NUTRITIONAL PROBLEMS, CHANGES NEEDED TO PREVENT MALNUTRITION
PPTX
Importance of Immediate Response (1).pptx
PPTX
1. Drug Distribution System.pptt b pharmacy
PPTX
different types of Gait in orthopaedic injuries
PPTX
AI_in_Pharmaceutical_Technology_Presentation.pptx
PPTX
Bronchial_Asthma_in_acute_exacerbation_.pptx
PPTX
Basics of pharmacology (Pharmacology I).pptx
PPTX
Genaralised anxiety disorder presentation
PDF
Structure Composition and Mechanical Properties of Australian O.pdf
PPTX
HEMODYNAMICS - I DERANGEMENTS OF BODY FLUIDS.pptx
PPTX
Medical aspects of impairment including all the domains mentioned in ICF
Pharmacology slides archer and nclex quest
Rheumatic heart diseases with Type 2 Diabetes Mellitus
Myers’ Psychology for AP, 1st Edition David G. Myers Test Bank.pdf
Trichuris trichiura infection
CBT FOR OCD TREATMENT WITHOUT MEDICATION
Infection prevention and control for medical students
Dr. Jasvant Modi - Passionate About Philanthropy
Parental-Carer-mental-illness-and-Potential-impact-on-Dependant-Children.ppt
PEDIATRIC OSCE, MBBS, by Dr. Sangit Chhantyal(IOM)..pptx
NUTRITIONAL PROBLEMS, CHANGES NEEDED TO PREVENT MALNUTRITION
Importance of Immediate Response (1).pptx
1. Drug Distribution System.pptt b pharmacy
different types of Gait in orthopaedic injuries
AI_in_Pharmaceutical_Technology_Presentation.pptx
Bronchial_Asthma_in_acute_exacerbation_.pptx
Basics of pharmacology (Pharmacology I).pptx
Genaralised anxiety disorder presentation
Structure Composition and Mechanical Properties of Australian O.pdf
HEMODYNAMICS - I DERANGEMENTS OF BODY FLUIDS.pptx
Medical aspects of impairment including all the domains mentioned in ICF

Overview of Health Informatics (March 4, 2019)

  • 1. Overview of Health Informatics Nawanan Theera-Ampornpunt, M.D., Ph.D. Faculty of Medicine Ramathibodi Hospital For 9th Healthcare CIO, Ramathibodi Hospital Administration School March 4, 2019 Except where citing other works
  • 2. 2 Session Outline • Overview of Health Informatics – This presentation • Overview of Health IT – Next presentation
  • 3. 3 What Is “Informatics” • French: informatique = the science and technology of information processing using computers (Greenes & Shortliffe, 1990) • “[T]he discipline focused on the acquisition, storage, and use of information in a specific setting or domain” (Hersh, 2009) • “[T]he science of information” (Bernstam et al, 2010)
  • 4. 4 Medical Informatics • “Ancient” term • Being retired • Future use discouraged by experts • Only retained in titles of professional organizations Main Problems • Medical = Doctor? (e.g. not nursing?) • Medical informatics vs. Clinical informatics
  • 5. 5 Better Terms • Biomedical informatics • Health informatics • Biomedical and Health informatics A Few Subtleties • Health informatics suggests the goal is “health” • Health informatics vs Public health informatics • Health informatics includes Bioinformatics? • No clear winner between Biomedical informatics vs. Health informatics
  • 6. 6 But What Is M/B/H Informatics Anyway? • Medical computing/computers in medicine? • ‘[R]eferring to biomedical informatics as “computers in medicine” is like defining cardiology as “stethoscopes in medicine”.’ (Bernstam et al, 2010) • “[T]he field concerned with the cognitive, information processing, and communication tasks of medical practice, education, and research, including the information science and technology to support these tasks” (Greenes & Shortliffe, 1990)
  • 7. 7 More Definitions of M/B/H Informatics • “[T]he field that is concerned with the optimal use of information, often aided by the use of technology, to improve individual health, health care, public health, and biomedical research” (Hersh, 2009) • “[T]he application of the science of information as data plus meaning to problems of biomedical interest” (Bernstam et al, 2010)
  • 8. 8 Summary About M/B/H Informatics • Focuses more on information, not technology • Task-oriented view: Collection Processing Storage Utilization Communication/ Dissemination/ Presentation
  • 9. 9 Summary About M/B/H Informatics • Areas under the domain of M/B/H informatics – Health service delivery (health care) • Medical, dental, nursing, pharmacy, etc. • IT management in health care organizations – Public health • Policy & administration, epidemiology, environmental health, health services research, etc. – Individual patient/consumer’s health – Education of health professionals – Biomedical research (clinical trials, public health research, research in biomedical sciences)
  • 14. 14 Class Exercise #1: Problem A • Patient A has a blood pressure reading of 170/100 mmHg
  • 15. 15 Class Exercise #1: Problem B • Patient B is allergic to penicillin. He was recently prescribed amoxicillin for his sore throat.
  • 16. 16 Class Exercise #1: Problem C • Patient C’s plain film X-ray is as shown:
  • 17. 17 Class Exercise #1: Problem A • Patient A has a blood pressure reading of 170/100 mmHg
  • 18. 18 Class Exercise #1: Problem A • Patient A has a blood pressure reading of 170/100 mmHg • Data: 170/100 • Information: BP of Patient A = 170/100 mmHg • Knowledge: Patient A has high blood pressure • Wisdom: – Patient A needs to be investigated for cause of HT – Patient A needs to be treated with anti-hypertensives – Patient A needs to be referred to a cardiologist
  • 19. 19 Class Exercise #1: Problem B • Patient B is allergic to penicillin. He was recently prescribed amoxicillin for his sore throat.
  • 20. 20 Class Exercise #1: Problem B • Patient B is allergic to penicillin. He was recently prescribed amoxicillin for his sore throat. • Data: Penicillin, amoxicillin, sore throat • Information: – Patient B has penicillin allergy – Patient B was prescribed amoxicillin for his sore throat • Knowledge: – Patient B may have allergic reaction to his prescription • Wisdom: – Patient B should not take amoxicillin!!!
  • 21. 21 Class Exercise #1: Problem C • Patient C’s plain film X-ray is as shown:
  • 22. 22 Class Exercise #1: Problem C • Patient C’s plain film X-ray • Data: • Information: – Patient C’s plain film X-ray is as seen in the image – There is a break in the continuity of the periosteum of Patient C’s left radius and ulna • Knowledge: – Patient C has fractures of left radius and ulna • Wisdom: – Patient C’s fractures need to be properly treated Image Source: http://en.wikipedia.org/wiki/Bone_fracture
  • 23. 23 Back to Earlier Definitions of Informatics M/B/H Informatics is... • “[T]he field that is concerned with the optimal use of information, often aided by the use of technology, to improve individual health, health care, public health, and biomedical research” (Hersh, 2009) • “[T]he application of the science of information as data plus meaning to problems of biomedical interest” (Bernstam et al, 2010) Informatics focuses on “I”, not “T”
  • 24. What is “Biomedical Informatics”? Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 25. 25 Biomedical Informatics Biomedical informatics (BMI) is the interdisciplinary field that studies and pursues the effective uses of biomedical data, information, and knowledge for scientific inquiry, problem solving, and decision making, motivated by efforts to improve human health. Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 26. 26 Biomedical Informatics: Corollaries to the Definition 1. BMI develops, studies and applies theories, methods and processes for the generation, storage, retrieval, use, and sharing of biomedical data, information, and knowledge. 2. BMI builds on computing, communication and information sciences and technologies and their application in biomedicine. Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 27. 27 3. BMI investigates and supports reasoning, modeling, simulation, experimentation and translation across the spectrum from molecules to populations, dealing with a variety of biological systems, bridging basic and clinical research and practice, and the healthcare enterprise. 4. BMI, recognizing that people are the ultimate users of biomedical information, draws upon the social and behavioral sciences to inform the design and evaluation of technical solutions and the evolution of complex economic, ethical, social, educational, and organizational systems. Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics: Corollaries to the Definition
  • 28. Basic Research Applied Research And Practice Biomedical Informatics Methods, Techniques, and Theories Bioinformatics Clinical Informatics Imaging Informatics Public Health Informatics Biomedical Informatics ≠ Bioinformatics Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 29. 29 Interdisciplinary Nature of Biomedical Informatics Biomedical Informatics Cognitive Science & Decision Making Management Sciences Clinical Sciences Basic Biomedical Sciences Epidemiology And Statistics Bioengineering Computer Science (hardware) Computer Science (software) Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 30. Biomedical Informatics Textbook (4th edition) Springer Verlag - 2013 Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science- informatics)
  • 31. Biomedical Informatics in Perspective Basic Research Applied Research And Practice Biomedical Informatics Methods, Techniques, and Theories Imaging Informatics Clinical Informatics Bioinformatics Public Health Informatics Molecular and Cellular Processes Tissues and Organs Individuals (Patients) Populations And Society Biomedical Informatics ≠ Health Informatics Health Informatics Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 32. Basic Research Applied Research And Practice Biomedical Informatics Methods, Techniques, and Theories Imaging Informatics Clinical Informatics Bioinformatics Public Health Informatics Molecular and Cellular Processes Tissues and Organs Individuals (Patients) Populations And SocietyContinuum with “Fuzzy” Boundaries Biomolecular Imaging Consumer Health Pharmaco- genomics Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 33. Basic Research Applied Research And Practice Biomedical Informatics Methods, Techniques, and Theories Imaging Informatics Clinical Informatics Bioinformatics Public Health Informatics Molecular and Cellular Processes Tissues and Organs Individuals (Patients) Populations And SocietyContinuum with “Fuzzy” Boundaries Clinical Translational Science Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 34. Biomedical Informatics Methods, Techniques, and Theories Applied Informatics Clinical or Biomedical Domain of Interest Contributes to…. Draws upon…. Computer Science Draw upon…. Contribute to... Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 35. Decision Science Biomedical Informatics Methods, Techniques, and Theories Applied Informatics Clinical or Biomedical Domain of Interest Contributes to…. Draws upon…. Draw upon…. Contribute to... Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 36. Cognitive Science Biomedical Informatics Methods, Techniques, and Theories Applied Informatics Clinical or Biomedical Domain of Interest Contributes to…. Draws upon…. Draw upon…. Contribute to... Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 37. Information Sciences Biomedical Informatics Methods, Techniques, and Theories Applied Informatics Clinical or Biomedical Domain of Interest Contributes to…. Draws upon…. Draw upon…. Contribute to... Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 38. Management Sciences Biomedical Informatics Methods, Techniques, and Theories Applied Informatics Clinical or Biomedical Domain of Interest Contributes to…. Draws upon…. Draw upon…. Contribute to... Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 39. Other Component Sciences Biomedical Informatics Methods, Techniques, and Theories Applied Informatics Clinical or Biomedical Domain of Interest Contributes to…. Draws upon…. Draw upon…. Contribute to... Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Biomedical Informatics in Perspective
  • 40. Education of Biomedical Informatics Researchers Basic Research Applied Research Biomedical Informatics Methods, Techniques, and Theories Bioinformatics Imaging Informatics Clinical Informatics Public Health Informatics Education and Experience at Both Levels Contributions Expected Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 41. An Envisioned Cycle That Ties Patient Care with Knowledge Creation and Dissemination Providers Caring for Patients Electronic Health Records Regional and National Public Health and Disease Registries Biomedical and Clinical Research Information, Decision-Support, and Order-Entry Systems Creation of Protocols, Guidelines, and Educational Materials Standards for Prevention and Treatment A “Learning Healthcare System” Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 42. BMI and HIT Biomedical Informatics Training, Research and Development • Academia • Research Institutes • Corporate Research Labs Clinical Systems Companies Academic Medical Centers Biomedical Research Community PEOPLE Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Hospitals, Health Systems, Practices, Healthcare Industry
  • 43. BMI and HIT Biomedical Informatics Training, Research and Development • Academia • Research Institutes • Corporate Research Labs Clinical Systems Companies Academic Medical Centers Biomedical Research Community IDEAS Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) Hospitals, Health Systems, Practices, Healthcare Industry
  • 44. BMI and HIT Biomedical Informatics Training, Research and Development • Academia • Research Institutes • Corporate Research Labs Clinical Systems Companies Academic Medical Centers Biomedical Research Community Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) SOFTWARE Hospitals, Health Systems, Practices, Healthcare Industry
  • 45. BMI and HIT Biomedical Informatics Training, Research and Development • Academia • Research Institutes • Corporate Research Labs Clinical Systems Companies Academic Medical Centers Hospitals, Health Systems, Practices, Healthcare Industry Biomedical Research Community Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) METHODS
  • 46. Biomedical Informatics Training, Research and Development • Academia • Research Institutes • Corporate Research Labs Clinical Systems Companies Academic Medical Centers Hospitals, Health Systems, Practices, Healthcare IndustrySynergies Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) BMI and HIT
  • 47. Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics) BMI and HIT
  • 48. AMIA: The Professional Home for Biomedical and Health Informatics Reproduced/Adapted from American Medical Informatics Association (http://www.amia.org/about-amia/science-informatics)
  • 49. 49 M/B/H Informatics As A Field (Shortliffe, 2002)
  • 50. 50 M/B/H Informatics As A Field (Hersh, 2009)
  • 51. 51 M/B/H Informatics and Other Fields Biomedical/ Health Informatics Computer & Information Science Engineering Cognitive & Decision Science Social Sciences (Psychology, Sociology, Linguistics, Law & Ethics) Statistics & Research Methods Medical Sciences & Public Health Management Library Science, Information Retrieval, KM And More!
  • 52. 52 Areas of Popular Interests (Selected) • Health IT applications & implementation – Electronic Health Records (EHRs) – Computerized Physician Order Entry (CPOE) – Clinical Decision Support Systems (CDSSs) – Picture Archiving and Communication Systems (PACS) – Other hospital IT (nursing, pharmacy, lab, etc.) – Personal Health Records (PHRs) – Telemedicine & Telehealth • eHealth, mHealth, Health Information Exchange (HIE) • Health IT adoption and use, public policy • People & organizational (POI), ethical-legal-social (ELSI) • Consumer health • Knowledge representation & discovery, NLP • Standards & Interoperability • Workforce building & education
  • 53. 53 Roles of People in M/B/H Informatics • IT Executives – Chief Information Officer (CIO) – Chief Medical Information Officer (CMIO) – Chief Nursing Information Officer (CNIO) – Chief Technology Officer (CTO) • System analysts, designers, developers, implementers, engineers, project managers, trainers • Clinicians with informatics background (super-users, change agents, business analysts) • Specialists in specific areas – HIE specialists, security & privacy specialists – Health information management specialists, medical records personnel • Policy makers & policy analysts • Academicians (educators, researchers, innovators)
  • 54. 54 Levels of M/B/H Informatics Training • Informatics contents in professional education – Initial training (core/electives) – Residency & fellowship training – Continuing education • Certificate programs/Short courses e.g. Ramathibodi’s Healthcare CIO, MoPH’s GEEKS • Bachelor’s degree in informatics or related fields • Master’s and doctoral degrees in informatics – U.S., Europe, Australia, New Zealand – Thailand (Master’s) • Ramkhamhaeng University • Faculty of Public Health, Mahidol University • Faculty of Tropical Medicine, Mahidol University • Clinical informatics fellowships (U.S.) • Postdoctoral fellowships (e.g. NLM)
  • 55. 55 Informatics Workforce in Thailand • In other countries, 1 IT staff is employed per about 50-70 non-IT staffs (Hersh, 2008) • No available data about Thailand but... – Only a handful of “informaticians” available (both formally trained and otherwise) – Many clinicians (and executives) who got interested in IT (but many focus on the “technology” not “information” and so would usually jump up and down on the new technologies but would not be a good IT manager or executive) – Most computer science/ICT graduates lack exposure to or understanding about healthcare
  • 56. 56 Professional Societies in M/B/H Informatics • International Medical Informatics Association (IMIA) – MEDINFO • American Medical Informatics Association (AMIA) – AMIA Annual Symposium • Healthcare Information and Management Systems Society (HIMSS) – HIMSS Annual Conference & Exhibition – HIMSS Asia Pac • American Health Information Management Association (AHIMA) • Thai Medical Informatics Association (TMI) – TMI Annual Conference
  • 57. 57 “Bible” of Biomedical/Health Informatics Shortliffe EH, Cimino JJ, editors. Biomedical Informatics: Computer Applications in Health Care and Biomedicine. 4rd ed. New York: Springer; 2014. 965 p. https://www.amazon.com/Biomedical-Informatics-Computer-Applications- Biomedicine/dp/1447144732
  • 58. 58 Useful Online Resources • Societies amia.org imia.org himss.org tmi.or.th • U.S. Office of the National Coordinator for Health IT (ONC) www.hhs.gov/healthit • Handbook of Biomedical Informatics en.wikipedia.org/wiki/Book:Handbook_of_Biomedical_Informatics • Blogs – Life as a healthcare CIO geekdoctor.blogspot.com – Informatics Professor informaticsprofessor.blogspot.com
  • 59. 59 Journals in the Field (Selected) • Journal of the American Medical Informatics Association (JAMIA) www.jamia.org • International Journal of Medical Informatics (IJMI) • Journal of Biomedical Informatics (JBI) • Methods of Information in Medicine • BMC Medical Informatics and Decision Making • Journal of Medical Internet Research (JMIR) • Applied Clinical Informatics (ACI) • Healthcare Informatics Research (HIR) • Yearbook of Medical Informatics • Journal of the Thai Medical Informatics Association (JTMI) • Occasionally, Health Affairs, New Engl J Med, & JAMA • Healthcare Informatics www.healthcare-informatics.com
  • 62. 62 References • Bernstam EV, Smith JW, Johnson TR. What is biomedical informatics? J Biomed Inform. 2010 Feb;43(1):104-10. • Greenes RA, Shortliffe EH. Medical informatics. An emerging academic discipline and institutional priority. JAMA. 1990 Feb 23;263(8):1114-1120. • Hersh W. A stimulus to define informatics and health information technology. BMC Med Inform Decis Mak. 2009;9:24. • Hersh W. Health and biomedical informatics: opportunities and challenges for a twenty-first century profession and its education. Yearb Med Inform. 2008:157-164.