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AI in Healthcare
Vaikunthan Rajaratnam
Senior Consultant Hand Surgeon, KTPH, Singapore,
Adjunct Professor & UNESCO Chair Partner,
Asia Pacific University of Technology and Innovation, Malaysia.
8 December 2023
Pre-Workshop Survey
https://tinyurl.com/AIHPKK23
Warning:
Unprecedented Levels of Productivity
and Inspiration Ahead!
Please be advised:
The content of this workshop is so intensely
engaging and empowering in the realm of AI in
healthcare that it carries a high risk of sparking a
newfound addiction to productivity and innovation.
Attendees may experience an irresistible urge to
apply transformative skills and insights in their
professional practice, leading to significant
advancements in healthcare. Proceed with
enthusiasm and caution – you're stepping into a
world of exhilarating empowerment!
Embrace the journey, but don't say we didn't
warn you!
Disclaimer
• I am not an AI expert, nor do I possess coding knowledge specific to the underlying mechanisms of AI models;
• My expertise lies in the utilisation of these models, such as ChatGPT, based on my extensive experience as a
user within the fields of healthcare, medical education, and related research, rather than their technical
development or underlying algorithms.
• This workshop is intended solely for educational and informational purposes in AI and healthcare.
• The views expressed herein are my own, borne from extensive experience in surgery, medical education, and
instructional design, and do not necessarily reflect those of any associated institutions.
• While I endeavour to provide accurate and up-to-date information, no guarantee is given regarding its applicability.
• Participants acknowledge and assume responsibility for using the information provided by engaging in this
workshop.
Vaikunthan Rajaratnam
Innovative Digital Learning
Centre
Artificial Intelligence Innovative Designs
for Education (AIDE) Framework
AIDE: AI Innovations for Design & Education
Framework for the Integration of Generative AI Skills into the
Teaching and Learning Practice
Domains
Foundational Knowledge of
AI and Generative AI
Pedagogical
Integration
Technical Proficiency
Ethical and Responsible
Use
Assessment and Evaluation
Professional Development
and Lifelong Learnin
Community and
Stakeholder Engagement
Rubrics
Understanding AI Concepts,
Fundamentals of Generative AI
Descriptors
Grasp of basic AI terminologies and principles; Demonstrates the
capabilities and limitations of generative models.
Curricular Mapping, Instructional
Design
Demonstrates the ability to align Generative AI tools with
curricular goals; Proficiency in integrating Generative AI in lesson
designs.
Tool Management, Data Literacy Skill in selecting and operating Generative AI platforms;
Demonstrates the ability to interpret and analyse data.
Data Privacy, Ethical Considerations Demonstrate the incorporation and compliance with data
protection laws in the practice; and the ethical implications,
including biases.
Formative Assessment, Summative
Evaluation
Demonstrate the capability to employ Generative AI for real-time
assessments; Integrate using AI data for evaluations.
Self-updating, Peer Training Demonstrate commitment to staying updated with AI
advancements; Willingness to train and mentor peers..
Communication, Collaboration Demonstrate the ability to articulate the role of Generative AI to
stakeholders; Actively seeking partnerships with experts.
Section Ethical Principles or Elements Description
Beneficence and Non-
Maleficence
Holistic Well-being Beyond intellectual growth, AI should contribute to emotional and social well-being.
Cultural Relevance Educational content should respect and incorporate local traditions, beliefs, and moral
systems.
Autonomy Informed Participation Users should be fully informed about how AI will be used.
Agency Family and community should also be involved in decision-making processes regarding
AI adoption in education.
Social Justice Equitable Access Special focus on providing equal access to quality education across various societal
strata.
Bias Mitigation Efforts must be made to eliminate biases related to gender, social class, or ethnicity.
ASIAN Values Harmony AI should aim for social harmony and integrate well with existing educational systems.
Respect for Authority AI should not undermine the teacher's role but should enhance the traditional teacher-
student relationship.
Stakeholder Collaboration Government Agencies Develop and enforce regulations and guidelines.
Educational Institutions Implement and adhere to ethical guidelines.
AI Developers Ensure the ethical design and deployment of AI.
Ethicists and Philosophers Continually review and update ethical guidelines.
Community and Family Participate in decision-making processes.
Evaluation and Monitoring Regular Audits Conduct regular ethical audits to ensure that AI tools comply with the framework.
Feedback Loops Create mechanisms for students, educators, and families to provide feedback on AI
ethical considerations.
PRODUCTS
• Tools for Effective Academic Courses and Holistic Teaching
•MOE Malaysia
AI TEACH
• For students in middle school
• Indigenous School, Malaysia
AI LEARN
• Gerontological Optimization through Learning and Digital
Assistance
AI GOLD
• Learning Designs
•APU, Malaysia, NHG, Singapore
AI LD
• Health Professional
•Perdana University , Malaysia, BDSSH, Bangladesh
•NHG, Singapore, Sengkang, Singapore
AI HP
• Research
•Perdana University, Malaysia, Sengkang , Singapore
•University of Eswatini (Africa)
AI RE
•Academic Writing
•APU, Perdana University, Malaysia
•University of Eswatini (Africa)
AI AW
• Leveraging Efficiency in Administrative Proficiency
•MOE, Dubai
AI LEAP
Introduction to AI in
Healthcare:
Opportunities and
Challenges
AI technologies have the potential to
revolutionise healthcare by enhancing
diagnosis, treatment planning, and research.
AI won't replace you, but someone
empowered by AI undoubtedly will
Secinaro, S., Calandra, D., Secinaro, A., Muthurangu, V., & Biancone, P. (2021). The role of artificial intelligence in healthcare: A structured
literature review. BMC Medical Informatics and Decision Making, 21(1), 125. https://doi.org/10.1186/s12911-021-01488-9
Healthcare
Managemen
t
Predictiv
e
medicine
Early Disease Detection
Personalized Treatment Plans
Chronic Disease Management
Genomic Medicine and Genetic Risk Prediction
Drug Response Prediction
Epidemic Outbreak Prediction
Hospital Readmission Prediction
Patient data and diagnostics
Clinical
decision-
making
Challenges
Golhar, S. P., & Kekapure, S. S. (2022). Artificial Intelligence in Healthcare—A Review. International Journal of Scientific
Research in Science and Technology, 9(4), 381–387. https://doi.org/10.32628/IJSRST229454
Governance
Model for AI
S. Reddy, S. Allan, S. Coghlan, and P. Cooper, ‘A governance model for the application of AI in health care’, J. Am. Med. Inform. Assoc., vol. 27, no.
3, pp. 491–497, Mar. 2020, doi: 10.1093/jamia/ocz192
Rahman, N., Thamotharampillai, T., & Rajaratnam, V. (2023). Ethics, guidelines, and policy for technology in healthcare. In
Medical Equipment Engineering: Design, Manufacture and Applications (pp. 119–147). IET Digital Library.
https://doi.org/10.1049/PBHE054E_ch9
Higgins, D., & Madai, V. I. (2020). From Bit to
Bedside: A Practical Framework for Artificial
Intelligence Product Development in
Healthcare. Advanced Intelligent Systems,
2(10), 2000052.
https://doi.org/10.1002/aisy.202000052
EPIC and AI
Abridge's Clinical
Documentation
Tool Integration:
• Creates near-instant
visit summaries.
Generative AI for
Patient Messaging
by Ochsner Health:
• Generative AI to draft
messages to patients.
Partnership with
Microsoft
• Integrate large
language models
Emory Healthcare's
Collaboration with
Abridge:
• Ambient listening
solution for note-taking
during doctor's
appointments.
Personalised chatbots & Epic EHR system
• Interprets caller intent and provides
immediate, personalised assistance
Avaamo's AI-Powered
Patient Experience:
• Automates patient communications.
Asparia's Chatbot
Integration:
• Extract and analyse patient data &
generates detailed medical reports
Epic-Chatbot Using
ChatGPT
Artificial
Intelligence
Enables machines
to mimic human
intelligence and
perform tasks that
typically require
human intelligence
• Machines learn from data
• recognize patterns
• make decisions, and
• solve problems without explicit
programming
• Algorithms and statistical models
• analyse large amounts of data
• generate insights and predictions.
• Narrow AI
• designed for specific tasks like image
recognition or natural language
processing, and
• General AI
• aims to possess human-like intelligence
across a wide range of tasks.
Introduction to Generative AI
What is Generative AI?
• Understanding Language
• Reads and comprehends human-written text.
• Generating Text
• Writes human-like text, from answers to creative content.
• Conversation
• Capable of engaging in text-based conversations with users.
• Applications
• Used in virtual assistants, education, content creation, and
more.
• Not a Human
• Generates text through algorithms, without feelings or
consciousness.
AI for Clinical Decision-Making and Patient Care
AI & Generative AI
• AI (Artificial Intelligence)
• refers to the simulation of human intelligence in
machines that are programmed to think, learn, and
make decisions
• Applications: Includes machine learning, natural
language processing, robotics, computer vision, etc.
• Generative AI
• subset of AI that focuses on creating new data
instances that are similar to a set of training
examples.
• Techniques: Examples include Generative Adversarial
Networks (GANs), Variational Autoencoders (VAEs),
etc.
• ChatGPT (Generative Pretrained Transformer):
• State-of-the-art language models developed by
OpenAI. It utilises the Transformer architecture to
generate human-like text based on given prompts.
• Usage: Widely used in natural language understanding
tasks, chatbots, content creation, and more.
• Bing CoPilot
• Bard
• Claude 2
How Does Generative AI Work?
Don’t cry ………..”
“ Don’t cry over….”
• Reading Text
• Takes in words, questions, or
sentences as input
• Understands the language like a
human reading a book
• Processing Information
• Breaks down the input into
smaller parts to understand the
meaning.
• Uses a complex mathematical
model to analyse the text.
• Generating Response
• Constructs a response based on
what it has "learned" from
reading lots of text.
• Tries to make the response sound
like something a human would
say.
• No Personal Knowledge or Opinions
• Doesn't have thoughts, feelings,
or personal experiences.
• Answers are based on patterns in
the data it was trained on, not
personal beliefs or opinions.
• Learning from Data
• Trained on vast text from
books, websites, and other
written materials.
• Learns language structure
and how to create sentences
that make sense.
• Versatility
• Can be used for tasks like
answering questions, writing
stories, or helping
with homework.
• Adaptable to different
subjects and contexts.
• Not Perfect
• Can make mistakes or provide
incorrect information.
• Needs to be used with
caution, especially for critical
or sensitive topics
Prompt Generation and
Response Validation:
Mastering Generative AI
AI is not some monstrous job
It's simply the latest result of humanity's
long-standing distaste for boredom
Understanding Generative AI
• Advanced language
model developed by
OpenAI.
• Generates human-like
text based on the
prompts.
• Quality vs prompt.
Quality of Response ∝ Quality of Prompt × Model Understanding
Here:
Quality of Response is the measure of how relevant, accurate, and coherent the response is.
Quality of Prompt represents the clarity, specificity, and relevance of the prompt given to the model.
Model Understanding , model's ability to interpret the prompt, including its training, design, and current context.
Prompt
Generation Steps
Review
prompt
Crafting a
good
prompt
Clear and
Specific.
Specify
type of
Response
Tool: Prompting
"prompting" refers to the input or
question that you provide to the
model. The model takes this prompt
and generates a response based on
the information it has been trained
on.
• Initial Statement or Question
• Context
• Intended Output
• Tone or Formality
• Specificity
• Instructions for Response Format
Prompt Generation
• Define the Objective:
• Identify the specific information or assistance
• Be Clear and Precise:
• Use clear language and avoid ambiguity.
• Include essential details without over-
complicating the prompt.
• Consider Context:
• Provide relevant background or context to
guide the response.
• Set the Tone and Style:
• Specify the desired tone (formal, casual) or
style (e.g., summary, explanation) if it matters
for your use case.
• Ask Direct Questions:
• If seeking specific information, formulate your
prompt as a direct question.
• Self-Reflective
• Avoid Bias and Leading Questions:
• Craft the prompt neutrally to prevent biased
or skewed responses.
• Test and Refine:
• Experiment with different phrasings and
observe how slight changes can affect
the response.
• Refine the prompt
• Consider Ethical and Privacy Concerns:
• Ethical guidelines and does not request or
reveal sensitive or private information.
Bad Prompts Comments Good Prompts Comments
Tell me about heart
problems.
Too vague, lacks
focus and context.
Summarize the diagnostic criteria for
Congestive Heart Failure according to
the latest ACC/AHA guidelines.
Specific, focused, and
references a reputable
source.
What drugs are good
for high BP, diabetes,
and heart issues?
Overly complex,
risks dangerous
oversimplification.
List the first-line antihypertensive
medications according to the latest
guidelines.
Focused on a single
condition, asks for
evidence-based
treatment.
What's the best
treatment for a 45-
year-old male named
John Smith with
these symptoms?
Contains potentially
identifiable
information, risking
patient
confidentiality.
What are the treatment options for a
45-year-old male presenting with
these generic symptoms?
Generalized and
anonymized,
preserving patient
confidentiality.
Response Validation
RI meets AI
• Review response - meets your requirements.
• No access to real-time data
• Vaildate Validate Validate.
• Prompt – response -refine - reprompt.
Relevance Check
Accuracy
Confirmation
Context
Consistency
Sensitivity Review
Refinement for
Future Queries
Checklist for Healthcare Prompt Engineering
Please respond to the following query with a
structured and academic approach suitable for
a university lecturer.
Include bullet-point answers where applicable,
supported by relevant examples from scholarly
literature.
Ensure that all statements are backed by
credible evidence and provide appropriate
references and citations in accordance with
standard academic citation styles (e.g., APA,
MLA, or Chicago).
The response should be clear, concise, and
tailored to an academic audience engaged in
higher education teaching and research."
Personalizing Gen-AI
• Professional Tone & Evidence-Based Approach: Maintain a formal tone and
rely on evidence-based information, aligning with Dr. Rajaratnam's scholarly
background.
• Expertise in Healthcare, Education, and AI: Prepare for in-depth discussions
in these fields, reflecting Dr. Rajaratnam's extensive experience and
contributions.
• Ethical and Global Perspective: Factor in ethical considerations for AI
applications and be sensitive to international norms, given Dr. Rajaratnam's
global collaborations and ethical guidelines.
• Technological and Interdisciplinary Focus: Be ready to introduce tech-based
solutions and consider interdisciplinary approaches, corresponding with his
interests in instructional design and AI.
• Social Impact and Local Context: Prioritize broader social impact and
humanitarian goals, and adapt information to the Singaporean and Malaysian
context, where Dr. Rajaratnam is actively engaged.
Generative
AI platforms
Feature ChatGPT Microsoft Copilot
Integration
Available as an API that can
be integrated into different
applications1
Integrated with Microsoft
365 and other services1
Specialization
Designed to mimic human
conversation by
understanding your question
or comment and responding
in an engaging and
conversational way1
AI-powered digital assistant
that aims to provide
personalized assistance to
users for a range of tasks and
activities1
Versatility
Can handle a wide range of
tasks and domains, such as
writing essays, emails,
poems, songs, summaries,
etc1
Combines the power of large
language models (LLMs) with
your data in the Microsoft
Graph (including your
calendar, emails, chats,
documents, meetings, and
more) and the Microsoft 365
apps1
Control
Gives more control to the
user over what they want to
generate1
Works as a digital assistant
that fills in the blanks for the
user1
Aspect ChatGPT Response Other Chatbot Response
Non-invasiveness & Practicality Mentioned as a key advantage,
emphasizing suitability for
community settings.
Highlighted as a practical tool for
community screening due to its
rapid, non-invasive nature.
Early Detection Stressed the ability to detect
small fiber damage before clinical
symptoms.
Noted for its use in early
detection, particularly of small
fiber nerves.
Correlation with Neuropathy
Severity
Discussed the correlation
between CCM findings and
neuropathy severity.
Not specifically addressed.
Predictive Value Mentioned its potential in
predicting the development of
diabetic neuropathy.
Focused on predictive validity,
especially for future development
of Diabetic Peripheral
Neuropathy.
Repeatability and Reliability Emphasized the importance of
repeatability and reliability.
Briefly mentioned as repeatable
but didn't elaborate on reliability.
Telemedicine Potential Addressed the potential use in
telemedicine.
Not discussed.
Limitations and Challenges Discussed limitations such as the
need for specialized equipment
and training.
Not discussed.
Detailed Description Provided a detailed, multifaceted
analysis.
More focused on key points, less
detailed in comparison.
ChatGPT4 Opinion
• ChatGPT Response: This response is comprehensive,
addressing various aspects, including predictive value,
telemedicine potential, and limitations. It provides a nuanced
understanding of CCM's role in diabetic neuropathy screening,
suitable for an audience seeking an in-depth analysis.
• Co Pilot Response: This response is concise and focused,
highlighting key advantages of CCM, such as its non-
invasiveness and predictive validity. It's more streamlined,
making it suitable for readers looking for a quick overview
without extensive background detail.
ChatGPT offers a detailed, academic-oriented approach, beneficial for in-depth understanding, while the other chatbot provides
a succinct summary, ideal for a general overview. Both have their unique strengths, and the preference would depend on the
depth of information and type of analysis the user requires.
Copilot Opinion Copilot Response GPT4 Response
Early Detection
Emphasized the ability of CCM to detect
small fibre damage at an early stage.
Highlighted the importance of early
detection and intervention in diabetes.
Non-Invasive Nature
Mentioned the non-invasive nature of
CCM.
Discussed the non-invasive nature of
CCM and its suitability for community
settings.
Predictive Value
Highlighted the predictive value of CCM
in identifying high-risk individuals.
Discussed the predictive capability of
CCM in identifying high-risk individuals.
Repeatability and
Reliability
Discussed the repeatability and reliability
of CCM for monitoring disease
progression.
Mentioned the repeatability and
reliability of CCM, and its importance for
longitudinal studies and screening
programs.
Correlation with
Neuropathy Severity
-
Mentioned the correlation of CCM
findings with neuropathy severity.
Potential in
Telemedicine
-
Discussed the potential of CCM in
telemedicine.
Limitations and
Challenges
-
Outlined the limitations and challenges
of implementing CCM in community
settings.
Please note that “-” indicates that the topic was not
covered in the respective response.
Both responses provide
a comprehensive
overview of the role of
CCM in diabetic
neuropathy screening.
However, the user’s
response provides a
more detailed
discussion by including
the correlation with
neuropathy severity,
potential in
telemedicine, and the
limitations and
challenges of CCM.
These additional details
offer a more nuanced
understanding of the
practical implications
of using CCM in
community settings
Login to your choice of
Generative AI
• Ask a clinical question based on a good
prompt and have three conversations
related to your question.
• Share your responses
• How would you use it in your practice?
• Post to this Padlet
What Are Chatbots?
Patient Triage:
•Appropriate level of
care
Mental Health
Support:
•Immediate, cost-
effective
Patient
Education:
•Provide reliable and
continuous
information, explain
treatment options, or
clarify post-operative
care instructions.
Remote
Monitoring:
•Ensure medication
adherence, and alert
clinicians about
anomalies.
Clinical Decision
Support:
•Data-driven insights
to support clinical
decisions.
Confidentiality and
Compliance:
Ensure that all interactions are
secure and compliant with
healthcare regulations.
Creating your First AI
Chatbot for Clinical Use
Create Account and Login
Retrieval
augmented
generation
(RAG) ChatGPT
USER
CHATGPT API
KNOWLEDGE
BASE
INTERNET
Overcoming Bias
• Anglocentrism
• Contextual Understanding
• Translation Limitations
• Data Imbalance
Steps in Chatbot Development
Botpress.com
Use a clinical situation / administrative problem and
craft prompts for the various AI platforms
and post the response
Relevance to healthcare education
• Adapts to individual student needs
Personalized
Learning:
• Creating diverse and engaging educational materials.
Content Creation:
• Interactive learning experiences (Chatbot)
Student Engagement:
• Provides real-time assessment and feedback .
Assessment and
Feedback:
• content accessible to diverse learners
Accessibility:
• Facilitates collaboration among students and educators,
bridging geographical and language barriers.
Collaboration and
Communication:
Personalized Learning
• Tailors educational content
Adaptive Content Delivery:
• Provides instant feedback and real-time assistance
Real-Time Feedback and
Support:
• Engages with interactive dialogues and Simulates scenarios.
Interactive Learning
Environments:
• Analyses - identify strengths and weaknesses for personalized learning.
Data-Driven Insights:
• Adapts content to diverse learners & multiple languages.
Accessibility and Inclusivity:
• Facilitates collaborative learning experiences and peer interactions.
Collaboration and Peer
Interaction:
• Seamlessly integrates with Learning Management Systems (LMS)
Integration with Existing
Platforms:
• Supports lifelong learning and Assists in tracking and maintaining
professional development
Continuous Learning and Skill
Development:
• Ensures ethical guidelines and privacy regulations.
Ethical and Privacy
Considerations:
• Aligns personalized learning experiences and Ensures relevance to real-
world medical practice
Alignment with Healthcare
Objectives:
Writing Learning Outcomes
Skeleton of
Thought (SoT)
1.Question: Which of the following statements best describes
the role of HbA1c in managing diabetes?
1. A) HbA1c is primarily used to diagnose acute diabetic
complications.
2. B) HbA1c levels reflect the average blood glucose levels
over the past 2-3 months.
3. C) HbA1c is a short-term marker for blood glucose
fluctuation.
4. D) HbA1c measures the immediate postprandial blood
glucose level.
Answer: B) HbA1c levels reflect the average blood glucose
levels over the past 2-3 months.
1.Question: A 54-year-old patient with Type 2 diabetes presents
with an HbA1c of 8.0%. What is the most appropriate initial
approach?
1. A) Immediate hospitalisation for insulin therapy.
2. B) Evaluation and optimisation of the current treatment
regimen.
3. C) Disregarding the HbA1c level as it is within the normal
range.
4. D) Starting an antihypertensive medication
.hospitalisation
Act like a
virtual
patient and
provide me
symptoms
and history
so that I can
improve my
clinical skills
I have been asked
to create a module
for the
examination of the
abdomen for
organomegaly for
medical students.
Create a
curriculum and
include learning
outcomes and the
pedagogy and a
lesson plan
Create an
assessment
task and
provide
rubrics for
the
assessment
Creating Images with AI
Vaikunthan Rajaratnam
https://creator.nightcafe.studio/
Create account and Login
• Be clear & descriptive
• Specific styles or
techniques
• Create a test version
• Evaluate the result
• Refine the prompt
• Iterative process
AI for Video Production & Image
generation
Draft
Learning
Outcomes
LO to
Prompt
ChatGPT
for video
script
Import/edi
t script to
AI Video
Generator
Add
personalised
media
Choose
Voiceover
type
Produce
Review
and
Upload
Write a script
for the
introduction of
the anatomy of
the
organomegaly
medical student
module. This
will be a 90
second video
script. Just
provide the
narration
Invideo.io
AI generated Instructional Video
Generating Lecture
Content
• Participants use
their prompts to
generate an outline
and main content
for a lecture.
Validating AI
Responses
• Participants validate
and refine the AI-
generated content
for their lecture.
Integrating and
Refining Lecture
Content
• Finalizing the
lecture content,
incorporating
validated
information and
personal expertise.
Part 1: Scriptwriting
with ChatGPT
• Participants create a
draft script for a
surgical procedure
or topic of their
choice using
ChatGPT.
• Copy script and edit
in word doc.
Part 2: Creating AI-
Generated Art
• Participants
generate AI art
relevant to their
video script.
• Download for use in
video
Part 3: Video
Assembly using
InVideo (40 minutes)
• Overview of InVideo
interface and
features.
• Integrating AI-
generated art and
script into a
cohesive video.
• Using text-to-speech
for narration.
Using the Tools
Research papers
Elicit.org
Research Question
Brainstorm
Questions
Search
Choose Table
Columns (PICO)
Download
•CSV
•Bib
Paste to WORD
Import to Zotero
SUMMARY
ASK YOUR QUESTION
MODIFY RESPONSE
DOWNLOAD
THE RESPONSE
Using SCISPACE
Analyse your documents with Generative AI
Add SciSpace Copilot to your browser
AI research assistant that explains the text, math, and tables in
scientific literature like research papers, technical blog posts, or
reports. You can also ask follow-up questions, and it will give
you instant answers.
AI Tools
Title insights Authors Date Journal name
Asian (Bio)Values: Constructing Asian
Difference and Biovalue in the Singapore
Diabetes Discourse
The provided information does not address
the integration of Asian values into western
bioethics frameworks.
Mohammad Khamsya Bin Khidzer 21/6/2023 Science, Technology,
& Human Values
Bioethics Across the Globe: Rebirthing
Bioethics
The paper suggests discussing Bioethics in
Asia" to incorporate Asian values into the
existing framework of bioethics."
Akira Akabayashi 19/5/2020
Beyond a Western Bioethics in Asia and Its
Implication on Autonomy.
The article explores integrating Asian values
into Western bioethics frameworks,
particularly in the areas of breaking bad
news, giving consent, determining best
interests, and end-of-life care.
Mark Tan Kiak Min 8/7/2017
Translating Asian Bioethics into developing
global Biocultures Translational Challenges
In Bioethics
Hans-Martin Sass 22/12/2015 Jahr - European
journal of bioethics
Culture and ethics in medical education: The
Asian perspective.
Muhammad Shahid Shamim, Lubna
Baig, Adrienne Torda, Chinthaka
Balasooriya
1/3/2018 Journal of Pakistan
Medical Association
Bioethics as an Approach to Nanoethics in
China and the EU
Sally Dalton-Brown 1/1/2015
Bioethics in East Asia: Development and
Issues
Myongsei Sohn 1/1/2016
(East) Asia" as a Platform for Debate:
Grouping and Bioethics."
Margaret Sleeboom-Faulkner 1/1/2016 Kennedy Institute of
Ethics Journal
Western or Eastern principles in globalized
bioethics? An Asian perspective view
Michael Cheng-Tek Tai 1/3/2013 Tzu Chi Medical
Journal
Eubios Journal of Asian and International
Bioethics
Yayi Suryo Prabandari, Claire Lajaunie,
Serge Morand, Tan Boon Huan
1/1/2014
Genie.io
Elicit.com/Typeset.io
• Synthesis and
Summarise of index
papers
Generative AI
• Prompt
• Synthesise
• Summarise
Paraphrase with
Typeset
AI Detection with
Typeset
Paste into Word
Practical exercise
• Use Gen AI to help with generating
content, phrasing, or grammar and
style checking as needed. Feel free to
collaborate with your peers, share
ideas, and provide feedback to each
other.
• After completing the draft, share it
with the group if you feel comfortable.
We'll discuss the drafts collectively,
providing constructive feedback and
suggestions for improvement.
• Validate the responses of ChatGPT and
incorporate in writing
• Remember, the introduction is your
chance to grab the reader's attention
and convince them of the importance
of your research, so make it engaging
and informative! (use this in your
prompts when writing the
introduction!)
Peer review and
Feed back
• Present your prompts and the
responses
• Show your Literature Table
• Show how you validated the
Generative AI’s response
Goals
• Purpose and
components of
methods
• Structure the
methods
• Typeset for methods
review
• Using ChatGPT with
prompts
Purpose and Structure of the Methods
Section
Explanation of
the procedures
used
Selection of
Participants
Description of
Procedures
and Materials
Data Collection
Methods
Data Analysis
Methods
Ethical
Considerations
Limitations and
Assumptions
Replicability of
the Study
AI Tools for RESEARCH
• Elicit for Literature Search
• Scholarcy and Typeset for data
extraction and summary
• Genei.io for summarisation and
key points highlighting
• Keyword generation with ChatGPT
( targeted prompt engineering)
Create Account and Login
Choose PDF file to upload
Add to your
collection of
choice and
click DONE
Interrogate
the paper
as per
needs
Input your research topic
Outcome for
Topic Inserted
in search box
Click
Summarized
Abstract to
ADD to
COLUMN in
table
CLICK on a
paper to
see
summaries
and
Interrogate
as per
needs
Typeset.io
Post-Workshop Survey
https://tinyurl.com/AIHPKK23Post
The Art and Science of Qualitative Research
https://tinyurl.com/QUALIRE
Introduction to research in healthcare
https://tinyurl.com/HCARERE
AICHAT BT FOR Research in healthcare
https://tinyurl.com/HCAREREBOT
AI-Powered Academic Writing Write Your Research Paper in a Day
https://tinyurl.com/AIAWRITE
AI CHAT BOT for AI_POWERED ACADEMIC WRITING
https://tinyurl.com/AIAWRITEBOT
https://tinyurl.com/AIHP2023SKH

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AI in Healthcare Workshop Universiti Malaysia Sabah.

  • 1. AI in Healthcare Vaikunthan Rajaratnam Senior Consultant Hand Surgeon, KTPH, Singapore, Adjunct Professor & UNESCO Chair Partner, Asia Pacific University of Technology and Innovation, Malaysia. 8 December 2023
  • 3. Warning: Unprecedented Levels of Productivity and Inspiration Ahead! Please be advised: The content of this workshop is so intensely engaging and empowering in the realm of AI in healthcare that it carries a high risk of sparking a newfound addiction to productivity and innovation. Attendees may experience an irresistible urge to apply transformative skills and insights in their professional practice, leading to significant advancements in healthcare. Proceed with enthusiasm and caution – you're stepping into a world of exhilarating empowerment! Embrace the journey, but don't say we didn't warn you!
  • 4. Disclaimer • I am not an AI expert, nor do I possess coding knowledge specific to the underlying mechanisms of AI models; • My expertise lies in the utilisation of these models, such as ChatGPT, based on my extensive experience as a user within the fields of healthcare, medical education, and related research, rather than their technical development or underlying algorithms. • This workshop is intended solely for educational and informational purposes in AI and healthcare. • The views expressed herein are my own, borne from extensive experience in surgery, medical education, and instructional design, and do not necessarily reflect those of any associated institutions. • While I endeavour to provide accurate and up-to-date information, no guarantee is given regarding its applicability. • Participants acknowledge and assume responsibility for using the information provided by engaging in this workshop. Vaikunthan Rajaratnam
  • 5. Innovative Digital Learning Centre Artificial Intelligence Innovative Designs for Education (AIDE) Framework
  • 6. AIDE: AI Innovations for Design & Education
  • 7. Framework for the Integration of Generative AI Skills into the Teaching and Learning Practice Domains Foundational Knowledge of AI and Generative AI Pedagogical Integration Technical Proficiency Ethical and Responsible Use Assessment and Evaluation Professional Development and Lifelong Learnin Community and Stakeholder Engagement Rubrics Understanding AI Concepts, Fundamentals of Generative AI Descriptors Grasp of basic AI terminologies and principles; Demonstrates the capabilities and limitations of generative models. Curricular Mapping, Instructional Design Demonstrates the ability to align Generative AI tools with curricular goals; Proficiency in integrating Generative AI in lesson designs. Tool Management, Data Literacy Skill in selecting and operating Generative AI platforms; Demonstrates the ability to interpret and analyse data. Data Privacy, Ethical Considerations Demonstrate the incorporation and compliance with data protection laws in the practice; and the ethical implications, including biases. Formative Assessment, Summative Evaluation Demonstrate the capability to employ Generative AI for real-time assessments; Integrate using AI data for evaluations. Self-updating, Peer Training Demonstrate commitment to staying updated with AI advancements; Willingness to train and mentor peers.. Communication, Collaboration Demonstrate the ability to articulate the role of Generative AI to stakeholders; Actively seeking partnerships with experts.
  • 8. Section Ethical Principles or Elements Description Beneficence and Non- Maleficence Holistic Well-being Beyond intellectual growth, AI should contribute to emotional and social well-being. Cultural Relevance Educational content should respect and incorporate local traditions, beliefs, and moral systems. Autonomy Informed Participation Users should be fully informed about how AI will be used. Agency Family and community should also be involved in decision-making processes regarding AI adoption in education. Social Justice Equitable Access Special focus on providing equal access to quality education across various societal strata. Bias Mitigation Efforts must be made to eliminate biases related to gender, social class, or ethnicity. ASIAN Values Harmony AI should aim for social harmony and integrate well with existing educational systems. Respect for Authority AI should not undermine the teacher's role but should enhance the traditional teacher- student relationship. Stakeholder Collaboration Government Agencies Develop and enforce regulations and guidelines. Educational Institutions Implement and adhere to ethical guidelines. AI Developers Ensure the ethical design and deployment of AI. Ethicists and Philosophers Continually review and update ethical guidelines. Community and Family Participate in decision-making processes. Evaluation and Monitoring Regular Audits Conduct regular ethical audits to ensure that AI tools comply with the framework. Feedback Loops Create mechanisms for students, educators, and families to provide feedback on AI ethical considerations.
  • 9. PRODUCTS • Tools for Effective Academic Courses and Holistic Teaching •MOE Malaysia AI TEACH • For students in middle school • Indigenous School, Malaysia AI LEARN • Gerontological Optimization through Learning and Digital Assistance AI GOLD • Learning Designs •APU, Malaysia, NHG, Singapore AI LD • Health Professional •Perdana University , Malaysia, BDSSH, Bangladesh •NHG, Singapore, Sengkang, Singapore AI HP • Research •Perdana University, Malaysia, Sengkang , Singapore •University of Eswatini (Africa) AI RE •Academic Writing •APU, Perdana University, Malaysia •University of Eswatini (Africa) AI AW • Leveraging Efficiency in Administrative Proficiency •MOE, Dubai AI LEAP
  • 10.
  • 11. Introduction to AI in Healthcare: Opportunities and Challenges AI technologies have the potential to revolutionise healthcare by enhancing diagnosis, treatment planning, and research. AI won't replace you, but someone empowered by AI undoubtedly will
  • 12.
  • 13. Secinaro, S., Calandra, D., Secinaro, A., Muthurangu, V., & Biancone, P. (2021). The role of artificial intelligence in healthcare: A structured literature review. BMC Medical Informatics and Decision Making, 21(1), 125. https://doi.org/10.1186/s12911-021-01488-9
  • 15. Predictiv e medicine Early Disease Detection Personalized Treatment Plans Chronic Disease Management Genomic Medicine and Genetic Risk Prediction Drug Response Prediction Epidemic Outbreak Prediction Hospital Readmission Prediction
  • 16. Patient data and diagnostics
  • 18. Challenges Golhar, S. P., & Kekapure, S. S. (2022). Artificial Intelligence in Healthcare—A Review. International Journal of Scientific Research in Science and Technology, 9(4), 381–387. https://doi.org/10.32628/IJSRST229454
  • 19. Governance Model for AI S. Reddy, S. Allan, S. Coghlan, and P. Cooper, ‘A governance model for the application of AI in health care’, J. Am. Med. Inform. Assoc., vol. 27, no. 3, pp. 491–497, Mar. 2020, doi: 10.1093/jamia/ocz192 Rahman, N., Thamotharampillai, T., & Rajaratnam, V. (2023). Ethics, guidelines, and policy for technology in healthcare. In Medical Equipment Engineering: Design, Manufacture and Applications (pp. 119–147). IET Digital Library. https://doi.org/10.1049/PBHE054E_ch9
  • 20. Higgins, D., & Madai, V. I. (2020). From Bit to Bedside: A Practical Framework for Artificial Intelligence Product Development in Healthcare. Advanced Intelligent Systems, 2(10), 2000052. https://doi.org/10.1002/aisy.202000052
  • 21. EPIC and AI Abridge's Clinical Documentation Tool Integration: • Creates near-instant visit summaries. Generative AI for Patient Messaging by Ochsner Health: • Generative AI to draft messages to patients. Partnership with Microsoft • Integrate large language models Emory Healthcare's Collaboration with Abridge: • Ambient listening solution for note-taking during doctor's appointments.
  • 22. Personalised chatbots & Epic EHR system • Interprets caller intent and provides immediate, personalised assistance Avaamo's AI-Powered Patient Experience: • Automates patient communications. Asparia's Chatbot Integration: • Extract and analyse patient data & generates detailed medical reports Epic-Chatbot Using ChatGPT
  • 23. Artificial Intelligence Enables machines to mimic human intelligence and perform tasks that typically require human intelligence • Machines learn from data • recognize patterns • make decisions, and • solve problems without explicit programming • Algorithms and statistical models • analyse large amounts of data • generate insights and predictions. • Narrow AI • designed for specific tasks like image recognition or natural language processing, and • General AI • aims to possess human-like intelligence across a wide range of tasks.
  • 25. What is Generative AI? • Understanding Language • Reads and comprehends human-written text. • Generating Text • Writes human-like text, from answers to creative content. • Conversation • Capable of engaging in text-based conversations with users. • Applications • Used in virtual assistants, education, content creation, and more. • Not a Human • Generates text through algorithms, without feelings or consciousness. AI for Clinical Decision-Making and Patient Care
  • 26. AI & Generative AI • AI (Artificial Intelligence) • refers to the simulation of human intelligence in machines that are programmed to think, learn, and make decisions • Applications: Includes machine learning, natural language processing, robotics, computer vision, etc. • Generative AI • subset of AI that focuses on creating new data instances that are similar to a set of training examples. • Techniques: Examples include Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), etc. • ChatGPT (Generative Pretrained Transformer): • State-of-the-art language models developed by OpenAI. It utilises the Transformer architecture to generate human-like text based on given prompts. • Usage: Widely used in natural language understanding tasks, chatbots, content creation, and more. • Bing CoPilot • Bard • Claude 2
  • 27. How Does Generative AI Work? Don’t cry ………..” “ Don’t cry over….” • Reading Text • Takes in words, questions, or sentences as input • Understands the language like a human reading a book • Processing Information • Breaks down the input into smaller parts to understand the meaning. • Uses a complex mathematical model to analyse the text. • Generating Response • Constructs a response based on what it has "learned" from reading lots of text. • Tries to make the response sound like something a human would say. • No Personal Knowledge or Opinions • Doesn't have thoughts, feelings, or personal experiences. • Answers are based on patterns in the data it was trained on, not personal beliefs or opinions. • Learning from Data • Trained on vast text from books, websites, and other written materials. • Learns language structure and how to create sentences that make sense. • Versatility • Can be used for tasks like answering questions, writing stories, or helping with homework. • Adaptable to different subjects and contexts. • Not Perfect • Can make mistakes or provide incorrect information. • Needs to be used with caution, especially for critical or sensitive topics
  • 28. Prompt Generation and Response Validation: Mastering Generative AI AI is not some monstrous job It's simply the latest result of humanity's long-standing distaste for boredom
  • 29. Understanding Generative AI • Advanced language model developed by OpenAI. • Generates human-like text based on the prompts. • Quality vs prompt. Quality of Response ∝ Quality of Prompt × Model Understanding Here: Quality of Response is the measure of how relevant, accurate, and coherent the response is. Quality of Prompt represents the clarity, specificity, and relevance of the prompt given to the model. Model Understanding , model's ability to interpret the prompt, including its training, design, and current context.
  • 31. Tool: Prompting "prompting" refers to the input or question that you provide to the model. The model takes this prompt and generates a response based on the information it has been trained on. • Initial Statement or Question • Context • Intended Output • Tone or Formality • Specificity • Instructions for Response Format
  • 32. Prompt Generation • Define the Objective: • Identify the specific information or assistance • Be Clear and Precise: • Use clear language and avoid ambiguity. • Include essential details without over- complicating the prompt. • Consider Context: • Provide relevant background or context to guide the response. • Set the Tone and Style: • Specify the desired tone (formal, casual) or style (e.g., summary, explanation) if it matters for your use case. • Ask Direct Questions: • If seeking specific information, formulate your prompt as a direct question. • Self-Reflective • Avoid Bias and Leading Questions: • Craft the prompt neutrally to prevent biased or skewed responses. • Test and Refine: • Experiment with different phrasings and observe how slight changes can affect the response. • Refine the prompt • Consider Ethical and Privacy Concerns: • Ethical guidelines and does not request or reveal sensitive or private information.
  • 33. Bad Prompts Comments Good Prompts Comments Tell me about heart problems. Too vague, lacks focus and context. Summarize the diagnostic criteria for Congestive Heart Failure according to the latest ACC/AHA guidelines. Specific, focused, and references a reputable source. What drugs are good for high BP, diabetes, and heart issues? Overly complex, risks dangerous oversimplification. List the first-line antihypertensive medications according to the latest guidelines. Focused on a single condition, asks for evidence-based treatment. What's the best treatment for a 45- year-old male named John Smith with these symptoms? Contains potentially identifiable information, risking patient confidentiality. What are the treatment options for a 45-year-old male presenting with these generic symptoms? Generalized and anonymized, preserving patient confidentiality.
  • 34. Response Validation RI meets AI • Review response - meets your requirements. • No access to real-time data • Vaildate Validate Validate. • Prompt – response -refine - reprompt. Relevance Check Accuracy Confirmation Context Consistency Sensitivity Review Refinement for Future Queries
  • 35. Checklist for Healthcare Prompt Engineering
  • 36.
  • 37. Please respond to the following query with a structured and academic approach suitable for a university lecturer. Include bullet-point answers where applicable, supported by relevant examples from scholarly literature. Ensure that all statements are backed by credible evidence and provide appropriate references and citations in accordance with standard academic citation styles (e.g., APA, MLA, or Chicago). The response should be clear, concise, and tailored to an academic audience engaged in higher education teaching and research." Personalizing Gen-AI
  • 38. • Professional Tone & Evidence-Based Approach: Maintain a formal tone and rely on evidence-based information, aligning with Dr. Rajaratnam's scholarly background. • Expertise in Healthcare, Education, and AI: Prepare for in-depth discussions in these fields, reflecting Dr. Rajaratnam's extensive experience and contributions. • Ethical and Global Perspective: Factor in ethical considerations for AI applications and be sensitive to international norms, given Dr. Rajaratnam's global collaborations and ethical guidelines. • Technological and Interdisciplinary Focus: Be ready to introduce tech-based solutions and consider interdisciplinary approaches, corresponding with his interests in instructional design and AI. • Social Impact and Local Context: Prioritize broader social impact and humanitarian goals, and adapt information to the Singaporean and Malaysian context, where Dr. Rajaratnam is actively engaged.
  • 39.
  • 40. Generative AI platforms Feature ChatGPT Microsoft Copilot Integration Available as an API that can be integrated into different applications1 Integrated with Microsoft 365 and other services1 Specialization Designed to mimic human conversation by understanding your question or comment and responding in an engaging and conversational way1 AI-powered digital assistant that aims to provide personalized assistance to users for a range of tasks and activities1 Versatility Can handle a wide range of tasks and domains, such as writing essays, emails, poems, songs, summaries, etc1 Combines the power of large language models (LLMs) with your data in the Microsoft Graph (including your calendar, emails, chats, documents, meetings, and more) and the Microsoft 365 apps1 Control Gives more control to the user over what they want to generate1 Works as a digital assistant that fills in the blanks for the user1
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  • 43. Aspect ChatGPT Response Other Chatbot Response Non-invasiveness & Practicality Mentioned as a key advantage, emphasizing suitability for community settings. Highlighted as a practical tool for community screening due to its rapid, non-invasive nature. Early Detection Stressed the ability to detect small fiber damage before clinical symptoms. Noted for its use in early detection, particularly of small fiber nerves. Correlation with Neuropathy Severity Discussed the correlation between CCM findings and neuropathy severity. Not specifically addressed. Predictive Value Mentioned its potential in predicting the development of diabetic neuropathy. Focused on predictive validity, especially for future development of Diabetic Peripheral Neuropathy. Repeatability and Reliability Emphasized the importance of repeatability and reliability. Briefly mentioned as repeatable but didn't elaborate on reliability. Telemedicine Potential Addressed the potential use in telemedicine. Not discussed. Limitations and Challenges Discussed limitations such as the need for specialized equipment and training. Not discussed. Detailed Description Provided a detailed, multifaceted analysis. More focused on key points, less detailed in comparison.
  • 44. ChatGPT4 Opinion • ChatGPT Response: This response is comprehensive, addressing various aspects, including predictive value, telemedicine potential, and limitations. It provides a nuanced understanding of CCM's role in diabetic neuropathy screening, suitable for an audience seeking an in-depth analysis. • Co Pilot Response: This response is concise and focused, highlighting key advantages of CCM, such as its non- invasiveness and predictive validity. It's more streamlined, making it suitable for readers looking for a quick overview without extensive background detail. ChatGPT offers a detailed, academic-oriented approach, beneficial for in-depth understanding, while the other chatbot provides a succinct summary, ideal for a general overview. Both have their unique strengths, and the preference would depend on the depth of information and type of analysis the user requires.
  • 45. Copilot Opinion Copilot Response GPT4 Response Early Detection Emphasized the ability of CCM to detect small fibre damage at an early stage. Highlighted the importance of early detection and intervention in diabetes. Non-Invasive Nature Mentioned the non-invasive nature of CCM. Discussed the non-invasive nature of CCM and its suitability for community settings. Predictive Value Highlighted the predictive value of CCM in identifying high-risk individuals. Discussed the predictive capability of CCM in identifying high-risk individuals. Repeatability and Reliability Discussed the repeatability and reliability of CCM for monitoring disease progression. Mentioned the repeatability and reliability of CCM, and its importance for longitudinal studies and screening programs. Correlation with Neuropathy Severity - Mentioned the correlation of CCM findings with neuropathy severity. Potential in Telemedicine - Discussed the potential of CCM in telemedicine. Limitations and Challenges - Outlined the limitations and challenges of implementing CCM in community settings. Please note that “-” indicates that the topic was not covered in the respective response. Both responses provide a comprehensive overview of the role of CCM in diabetic neuropathy screening. However, the user’s response provides a more detailed discussion by including the correlation with neuropathy severity, potential in telemedicine, and the limitations and challenges of CCM. These additional details offer a more nuanced understanding of the practical implications of using CCM in community settings
  • 46.
  • 47. Login to your choice of Generative AI • Ask a clinical question based on a good prompt and have three conversations related to your question. • Share your responses • How would you use it in your practice? • Post to this Padlet
  • 49. Patient Triage: •Appropriate level of care Mental Health Support: •Immediate, cost- effective Patient Education: •Provide reliable and continuous information, explain treatment options, or clarify post-operative care instructions. Remote Monitoring: •Ensure medication adherence, and alert clinicians about anomalies. Clinical Decision Support: •Data-driven insights to support clinical decisions. Confidentiality and Compliance: Ensure that all interactions are secure and compliant with healthcare regulations.
  • 50.
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  • 52. Creating your First AI Chatbot for Clinical Use
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  • 66. Overcoming Bias • Anglocentrism • Contextual Understanding • Translation Limitations • Data Imbalance
  • 67. Steps in Chatbot Development
  • 69. Use a clinical situation / administrative problem and craft prompts for the various AI platforms and post the response
  • 70. Relevance to healthcare education • Adapts to individual student needs Personalized Learning: • Creating diverse and engaging educational materials. Content Creation: • Interactive learning experiences (Chatbot) Student Engagement: • Provides real-time assessment and feedback . Assessment and Feedback: • content accessible to diverse learners Accessibility: • Facilitates collaboration among students and educators, bridging geographical and language barriers. Collaboration and Communication:
  • 71. Personalized Learning • Tailors educational content Adaptive Content Delivery: • Provides instant feedback and real-time assistance Real-Time Feedback and Support: • Engages with interactive dialogues and Simulates scenarios. Interactive Learning Environments: • Analyses - identify strengths and weaknesses for personalized learning. Data-Driven Insights: • Adapts content to diverse learners & multiple languages. Accessibility and Inclusivity: • Facilitates collaborative learning experiences and peer interactions. Collaboration and Peer Interaction: • Seamlessly integrates with Learning Management Systems (LMS) Integration with Existing Platforms: • Supports lifelong learning and Assists in tracking and maintaining professional development Continuous Learning and Skill Development: • Ensures ethical guidelines and privacy regulations. Ethical and Privacy Considerations: • Aligns personalized learning experiences and Ensures relevance to real- world medical practice Alignment with Healthcare Objectives:
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  • 76. 1.Question: Which of the following statements best describes the role of HbA1c in managing diabetes? 1. A) HbA1c is primarily used to diagnose acute diabetic complications. 2. B) HbA1c levels reflect the average blood glucose levels over the past 2-3 months. 3. C) HbA1c is a short-term marker for blood glucose fluctuation. 4. D) HbA1c measures the immediate postprandial blood glucose level. Answer: B) HbA1c levels reflect the average blood glucose levels over the past 2-3 months. 1.Question: A 54-year-old patient with Type 2 diabetes presents with an HbA1c of 8.0%. What is the most appropriate initial approach? 1. A) Immediate hospitalisation for insulin therapy. 2. B) Evaluation and optimisation of the current treatment regimen. 3. C) Disregarding the HbA1c level as it is within the normal range. 4. D) Starting an antihypertensive medication .hospitalisation
  • 77. Act like a virtual patient and provide me symptoms and history so that I can improve my clinical skills
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  • 79. I have been asked to create a module for the examination of the abdomen for organomegaly for medical students. Create a curriculum and include learning outcomes and the pedagogy and a lesson plan
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  • 84. Creating Images with AI Vaikunthan Rajaratnam
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  • 89. • Be clear & descriptive • Specific styles or techniques • Create a test version • Evaluate the result • Refine the prompt • Iterative process
  • 90. AI for Video Production & Image generation Draft Learning Outcomes LO to Prompt ChatGPT for video script Import/edi t script to AI Video Generator Add personalised media Choose Voiceover type Produce Review and Upload
  • 91. Write a script for the introduction of the anatomy of the organomegaly medical student module. This will be a 90 second video script. Just provide the narration
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  • 99. Generating Lecture Content • Participants use their prompts to generate an outline and main content for a lecture. Validating AI Responses • Participants validate and refine the AI- generated content for their lecture. Integrating and Refining Lecture Content • Finalizing the lecture content, incorporating validated information and personal expertise.
  • 100. Part 1: Scriptwriting with ChatGPT • Participants create a draft script for a surgical procedure or topic of their choice using ChatGPT. • Copy script and edit in word doc. Part 2: Creating AI- Generated Art • Participants generate AI art relevant to their video script. • Download for use in video Part 3: Video Assembly using InVideo (40 minutes) • Overview of InVideo interface and features. • Integrating AI- generated art and script into a cohesive video. • Using text-to-speech for narration.
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  • 105. Research Question Brainstorm Questions Search Choose Table Columns (PICO) Download •CSV •Bib Paste to WORD Import to Zotero SUMMARY
  • 106. ASK YOUR QUESTION MODIFY RESPONSE DOWNLOAD THE RESPONSE
  • 107. Using SCISPACE Analyse your documents with Generative AI
  • 108. Add SciSpace Copilot to your browser AI research assistant that explains the text, math, and tables in scientific literature like research papers, technical blog posts, or reports. You can also ask follow-up questions, and it will give you instant answers.
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  • 115. Title insights Authors Date Journal name Asian (Bio)Values: Constructing Asian Difference and Biovalue in the Singapore Diabetes Discourse The provided information does not address the integration of Asian values into western bioethics frameworks. Mohammad Khamsya Bin Khidzer 21/6/2023 Science, Technology, & Human Values Bioethics Across the Globe: Rebirthing Bioethics The paper suggests discussing Bioethics in Asia" to incorporate Asian values into the existing framework of bioethics." Akira Akabayashi 19/5/2020 Beyond a Western Bioethics in Asia and Its Implication on Autonomy. The article explores integrating Asian values into Western bioethics frameworks, particularly in the areas of breaking bad news, giving consent, determining best interests, and end-of-life care. Mark Tan Kiak Min 8/7/2017 Translating Asian Bioethics into developing global Biocultures Translational Challenges In Bioethics Hans-Martin Sass 22/12/2015 Jahr - European journal of bioethics Culture and ethics in medical education: The Asian perspective. Muhammad Shahid Shamim, Lubna Baig, Adrienne Torda, Chinthaka Balasooriya 1/3/2018 Journal of Pakistan Medical Association Bioethics as an Approach to Nanoethics in China and the EU Sally Dalton-Brown 1/1/2015 Bioethics in East Asia: Development and Issues Myongsei Sohn 1/1/2016 (East) Asia" as a Platform for Debate: Grouping and Bioethics." Margaret Sleeboom-Faulkner 1/1/2016 Kennedy Institute of Ethics Journal Western or Eastern principles in globalized bioethics? An Asian perspective view Michael Cheng-Tek Tai 1/3/2013 Tzu Chi Medical Journal Eubios Journal of Asian and International Bioethics Yayi Suryo Prabandari, Claire Lajaunie, Serge Morand, Tan Boon Huan 1/1/2014
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  • 121. Elicit.com/Typeset.io • Synthesis and Summarise of index papers Generative AI • Prompt • Synthesise • Summarise Paraphrase with Typeset AI Detection with Typeset Paste into Word
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  • 126. Practical exercise • Use Gen AI to help with generating content, phrasing, or grammar and style checking as needed. Feel free to collaborate with your peers, share ideas, and provide feedback to each other. • After completing the draft, share it with the group if you feel comfortable. We'll discuss the drafts collectively, providing constructive feedback and suggestions for improvement. • Validate the responses of ChatGPT and incorporate in writing • Remember, the introduction is your chance to grab the reader's attention and convince them of the importance of your research, so make it engaging and informative! (use this in your prompts when writing the introduction!)
  • 127. Peer review and Feed back • Present your prompts and the responses • Show your Literature Table • Show how you validated the Generative AI’s response
  • 128. Goals • Purpose and components of methods • Structure the methods • Typeset for methods review • Using ChatGPT with prompts
  • 129. Purpose and Structure of the Methods Section Explanation of the procedures used Selection of Participants Description of Procedures and Materials Data Collection Methods Data Analysis Methods Ethical Considerations Limitations and Assumptions Replicability of the Study
  • 130. AI Tools for RESEARCH • Elicit for Literature Search • Scholarcy and Typeset for data extraction and summary • Genei.io for summarisation and key points highlighting • Keyword generation with ChatGPT ( targeted prompt engineering)
  • 132. Choose PDF file to upload
  • 133. Add to your collection of choice and click DONE
  • 138. CLICK on a paper to see summaries and Interrogate as per needs
  • 141. The Art and Science of Qualitative Research https://tinyurl.com/QUALIRE Introduction to research in healthcare https://tinyurl.com/HCARERE AICHAT BT FOR Research in healthcare https://tinyurl.com/HCAREREBOT AI-Powered Academic Writing Write Your Research Paper in a Day https://tinyurl.com/AIAWRITE AI CHAT BOT for AI_POWERED ACADEMIC WRITING https://tinyurl.com/AIAWRITEBOT https://tinyurl.com/AIHP2023SKH

Hinweis der Redaktion

  1. The clinical domain refers to identifying real‐world clinical needs and validating these needs throughout the life cycle of the project. Herein, the major risks, objectives and key results, and practical advice, across the three time‐phases of development, are presented. IF THIS IMAGE HAS BEEN PROVIDED BY OR IS OWNED BY A THIRD PARTY, AS INDICATED IN THE CAPTION LINE, THEN FURTHER PERMISSION MAY BE NEEDED BEFORE ANY FURTHER USE. PLEASE CONTACT WILEY'S PERMISSIONS DEPARTMENT ON PERMISSIONS@WILEY.COM OR USE THE RIGHTSLINK SERVICE BY CLICKING ON THE 'REQUEST PERMISSIONS' LINK ACCOMPANYING THIS ARTICLE. WILEY OR AUTHOR OWNED IMAGES MAY BE USED FOR NON-COMMERCIAL PURPOSES, SUBJECT TO PROPER CITATION OF THE ARTICLE, AUTHOR, AND PUBLISHER.
  2. Infographics
  3. Whether the watermills of millennial past, or the today's lecture room mechanics, plentiful evidence points to humanity's long history of creating a paradise to undertake a repetitive work.
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