SlideShare une entreprise Scribd logo
1  sur  6
Collaborative Assistant/Virtual Assistant/
Conversational AI agents at AIISC
Panel @ Collaborative Assistants for the Society (CASY 2020)
Amit Sheth
Director, Artificial Intelligence Institute of UofSC (#AIISC, aiisc.ai)
 Focus on two domains: Health & Education
 Broad variety: Simple chatbot (flexible interactions) to quite complex (manage
chronic disease)
 Uniqueness of complex examples: a. Context with deep domain knowledge, b.
Personalization with personalized health knowledge graph, c. active/passive
sensing, d. multimodal (text, voice, image)
Examples – at various stages of development
 Health-e Gamecock COVID-10 daily symptom checker
 Pediatric Asthma
 Nutrition
 Mental Health
 Autism, After Cancer Exercise, Diabetes, and more in planning.
http://wiki.aiisc.ai/index.php/Covid19
1. Self
Monitoring
2. Self
Appraisal
3. Self
Management
4.
Intervention
5. Disease
Progression
and
Tracking
Virtual Health Assistant for Augmented
Personalized Health: example of Asthma
• Complex- multifactorial disease, personalized
• Access- challenges in working with patients
(IRB, privacy, medical/clinical knowledge and
lack of gold standards, etc.
4
Sensor, Social, Clinical Datastreams: Informed &
Intelligent Questions
Weather information
(temperature, pollen,
humidity, etc)
Elasticsearch (ES)
Database Query & Rule Abstract raw values
into information
Asthma Domain Knowledge
https://bioportal.bioontology.org/ontologies/AO
http://www.childhealthservicemodels.eu
Patient Data from EMR & PGHD
(Compliance score, prescribed
medications, asthma control level)
IoTs (Foobot & Fitbit)
Conversation Rules & Scripts
(DialogFlow)
Sensor,Social,Clinical Architectural Framework for Intelligent & Informed Conversations: kBOT Asthma
Sensor (IoTs) & Cyber
Datastream
Clinical (Baseline) Datastream
Patient Consented Social Data
(Facebook, Instagram, Twitter
Activity)
Social Datastream
Knowledge Datastream
★ Smarter & engaging agent
★ Minimize active sensing
(Questions to be asked)
★ Ask only informed & intelligent questions
★ Relevant & Contextualized conversations
★ Personalized & Human-Like
Human-Like Aspect
Contextualization and
Personalization
kBOT initiates greeting
conversation.
Understands the patient’s health
condition (allergic reaction to high
ragweed pollen level) via the
personalized patient’s knowledge
graph generated from EMR, PGHD, and
prior interactions with the kBOT.
Generates predictions or
recommended course of actions.
Inference based on patient’s historical
records and background health
knowledge graph containing
contextualized (domain-specific)
knowledge.
Figure: Example kBOT conversation which
utilizes background health knowledge graph
and patient’s knowledge graph to infer and
generate recommendation to patients.
★ Conversing only information relevant to
the patient
5
“Huge need in several fields – health and education among the important areas.
• Examples from health domain: not enough available clinical expertise to meet mental
health needs; chronic disease need continuous care; massive growth in patient generate
data with demonstrated value for making decisions on health, wellness and fitness.
But,
Quite challenging: big data challenges – esp variety of data, need for context to interpret
data (and relevant deep domain knowledge), personalization for each patient, need to be
able to explain results before clinicians will take the technology seriously, ease of use/UX,
incentives in validation studies (patients, clinicians, insurance companies), etc.

Contenu connexe

Similaire à Collaborative Assistant/Virtual Assistant/ Conversational AI agents at AIISC

Kno.e.sis Approach to Impactful Research & Training for Exceptional Careers
Kno.e.sis Approach to Impactful Research & Training for Exceptional CareersKno.e.sis Approach to Impactful Research & Training for Exceptional Careers
Kno.e.sis Approach to Impactful Research & Training for Exceptional Careers
Amit Sheth
 
Population health informatics DME SoPH 20151006
Population health informatics DME SoPH 20151006Population health informatics DME SoPH 20151006
Population health informatics DME SoPH 20151006
Kathleen Gray
 
NCCMT Spotlight Webinar: Clear Communication Index
NCCMT Spotlight Webinar: Clear Communication Index NCCMT Spotlight Webinar: Clear Communication Index
NCCMT Spotlight Webinar: Clear Communication Index
The National Collaborating Centre for Methods and Tools
 
Exploiting Multimodal Information for Machine Intelligence and Natural Intera...
Exploiting Multimodal Information for Machine Intelligence and Natural Intera...Exploiting Multimodal Information for Machine Intelligence and Natural Intera...
Exploiting Multimodal Information for Machine Intelligence and Natural Intera...
Artificial Intelligence Institute at UofSC
 
HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...
HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...
HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...
Pei-Yun Sabrina Hsueh
 
ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...
ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...
ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...
Amit Sheth
 
Running head MANUAL FOR SURGICAL FACE MASKS .docx
Running head MANUAL FOR SURGICAL FACE MASKS                      .docxRunning head MANUAL FOR SURGICAL FACE MASKS                      .docx
Running head MANUAL FOR SURGICAL FACE MASKS .docx
jeanettehully
 
Best practices in HCSM
Best practices in HCSMBest practices in HCSM
Best practices in HCSM
nwenderlich
 

Similaire à Collaborative Assistant/Virtual Assistant/ Conversational AI agents at AIISC (20)

ISYS90069 eHealth & biomedical informatics systems flyer
ISYS90069 eHealth & biomedical informatics systems flyerISYS90069 eHealth & biomedical informatics systems flyer
ISYS90069 eHealth & biomedical informatics systems flyer
 
Precision and Participatory Medicine - MEDINFO 2015 Panel on big data
Precision and Participatory Medicine - MEDINFO 2015 Panel on big dataPrecision and Participatory Medicine - MEDINFO 2015 Panel on big data
Precision and Participatory Medicine - MEDINFO 2015 Panel on big data
 
Kno.e.sis Approach to Impactful Research & Training for Exceptional Careers
Kno.e.sis Approach to Impactful Research & Training for Exceptional CareersKno.e.sis Approach to Impactful Research & Training for Exceptional Careers
Kno.e.sis Approach to Impactful Research & Training for Exceptional Careers
 
Population health informatics DME SoPH 20151006
Population health informatics DME SoPH 20151006Population health informatics DME SoPH 20151006
Population health informatics DME SoPH 20151006
 
NCCMT Spotlight Webinar: Clear Communication Index
NCCMT Spotlight Webinar: Clear Communication Index NCCMT Spotlight Webinar: Clear Communication Index
NCCMT Spotlight Webinar: Clear Communication Index
 
Tackling societal challenges through digital transformation
Tackling societal challenges through digital transformationTackling societal challenges through digital transformation
Tackling societal challenges through digital transformation
 
Artificial Intelligence and ChatGPT: Impacts and Challenges for Medical Educa...
Artificial Intelligence and ChatGPT: Impacts and Challenges for Medical Educa...Artificial Intelligence and ChatGPT: Impacts and Challenges for Medical Educa...
Artificial Intelligence and ChatGPT: Impacts and Challenges for Medical Educa...
 
Introduction to Health Informatics and Health IT (Part 1) (February 10, 2021)
Introduction to Health Informatics and Health IT (Part 1) (February 10, 2021)Introduction to Health Informatics and Health IT (Part 1) (February 10, 2021)
Introduction to Health Informatics and Health IT (Part 1) (February 10, 2021)
 
Exploiting Multimodal Information for Machine Intelligence and Natural Intera...
Exploiting Multimodal Information for Machine Intelligence and Natural Intera...Exploiting Multimodal Information for Machine Intelligence and Natural Intera...
Exploiting Multimodal Information for Machine Intelligence and Natural Intera...
 
Healthcare innovations at Kno.e.sis sept2016
Healthcare innovations at Kno.e.sis sept2016Healthcare innovations at Kno.e.sis sept2016
Healthcare innovations at Kno.e.sis sept2016
 
HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...
HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...
HEC 2016 Panel: Putting User-Generated Data in Action: Improving Interpretabi...
 
Improving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceImproving health care outcomes with responsible data science
Improving health care outcomes with responsible data science
 
k-BOT: Knowledge-driven Chatbot for Health @ CASY2020
k-BOT: Knowledge-driven Chatbot for Health @ CASY2020k-BOT: Knowledge-driven Chatbot for Health @ CASY2020
k-BOT: Knowledge-driven Chatbot for Health @ CASY2020
 
Mental Health at Work during and beyond the Pandemic
Mental Health at Work during and beyond the PandemicMental Health at Work during and beyond the Pandemic
Mental Health at Work during and beyond the Pandemic
 
ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...
ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...
ON EXPLOITING MULTIMODAL INFORMATION FOR MACHINE INTELLIGENCE AND NATURAL IN...
 
The shared value of personal and population data
The shared value of personal and population dataThe shared value of personal and population data
The shared value of personal and population data
 
MedInfo 2010 Report
MedInfo 2010 ReportMedInfo 2010 Report
MedInfo 2010 Report
 
Running head MANUAL FOR SURGICAL FACE MASKS .docx
Running head MANUAL FOR SURGICAL FACE MASKS                      .docxRunning head MANUAL FOR SURGICAL FACE MASKS                      .docx
Running head MANUAL FOR SURGICAL FACE MASKS .docx
 
Role of AI in Transforming the Healthcare Industry
Role of AI in Transforming the Healthcare IndustryRole of AI in Transforming the Healthcare Industry
Role of AI in Transforming the Healthcare Industry
 
Best practices in HCSM
Best practices in HCSMBest practices in HCSM
Best practices in HCSM
 

Dernier

Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetHubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Bihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetBihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Malda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Malda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMalda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Malda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...
Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...
Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...
mahaiklolahd
 
Mathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
kozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
kozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetkozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
kozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Thoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Thoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetThoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Thoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
neemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
neemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetneemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
neemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
ooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
ooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
ooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetraisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Punjab Call Girls Contact Number +919053,900,678 Punjab Call Girls
Punjab Call Girls Contact Number +919053,900,678 Punjab Call GirlsPunjab Call Girls Contact Number +919053,900,678 Punjab Call Girls
Punjab Call Girls Contact Number +919053,900,678 Punjab Call Girls
@Chandigarh #call #Girls 9053900678 @Call #Girls in @Punjab 9053900678
 
Erode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Erode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetErode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Erode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh
💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh
💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh
Sheetaleventcompany
 
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetOzhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Mangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetSambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Call Girls Service
 

Dernier (20)

Gorgeous Call Girls Mohali {7435815124} ❤️VVIP ANGEL Call Girls in Mohali Punjab
Gorgeous Call Girls Mohali {7435815124} ❤️VVIP ANGEL Call Girls in Mohali PunjabGorgeous Call Girls Mohali {7435815124} ❤️VVIP ANGEL Call Girls in Mohali Punjab
Gorgeous Call Girls Mohali {7435815124} ❤️VVIP ANGEL Call Girls in Mohali Punjab
 
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetHubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Bihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetBihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bihar Sharif Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Vip Call Girls Makarba 👙 6367187148 👙 Genuine WhatsApp Number for Real Meet
Vip Call Girls Makarba 👙 6367187148 👙 Genuine WhatsApp Number for Real MeetVip Call Girls Makarba 👙 6367187148 👙 Genuine WhatsApp Number for Real Meet
Vip Call Girls Makarba 👙 6367187148 👙 Genuine WhatsApp Number for Real Meet
 
Malda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Malda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMalda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Malda Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...
Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...
Call Girl in Bangalore 9632137771 {LowPrice} ❤️ (Navya) Bangalore Call Girls ...
 
Mathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mathura Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
kozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
kozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetkozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
kozhikode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Thoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Thoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetThoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Thoothukudi Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
neemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
neemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetneemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
neemuch Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
ooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
ooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
ooty Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetraisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Punjab Call Girls Contact Number +919053,900,678 Punjab Call Girls
Punjab Call Girls Contact Number +919053,900,678 Punjab Call GirlsPunjab Call Girls Contact Number +919053,900,678 Punjab Call Girls
Punjab Call Girls Contact Number +919053,900,678 Punjab Call Girls
 
Erode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Erode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetErode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Erode Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Dehradun Call Girls 8854095900 Call Girl in Dehradun Uttrakhand
Dehradun Call Girls 8854095900 Call Girl in Dehradun  UttrakhandDehradun Call Girls 8854095900 Call Girl in Dehradun  Uttrakhand
Dehradun Call Girls 8854095900 Call Girl in Dehradun Uttrakhand
 
💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh
💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh
💚 Punjabi Call Girls In Chandigarh 💯Lucky 🔝8868886958🔝Call Girl In Chandigarh
 
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetOzhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Mangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Mangalore Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetSambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Jaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
Jaipur Call Girls 9257276172 Call Girl in Jaipur RajasthanJaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
Jaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
 

Collaborative Assistant/Virtual Assistant/ Conversational AI agents at AIISC

  • 1. Collaborative Assistant/Virtual Assistant/ Conversational AI agents at AIISC Panel @ Collaborative Assistants for the Society (CASY 2020) Amit Sheth Director, Artificial Intelligence Institute of UofSC (#AIISC, aiisc.ai)
  • 2.  Focus on two domains: Health & Education  Broad variety: Simple chatbot (flexible interactions) to quite complex (manage chronic disease)  Uniqueness of complex examples: a. Context with deep domain knowledge, b. Personalization with personalized health knowledge graph, c. active/passive sensing, d. multimodal (text, voice, image) Examples – at various stages of development  Health-e Gamecock COVID-10 daily symptom checker  Pediatric Asthma  Nutrition  Mental Health  Autism, After Cancer Exercise, Diabetes, and more in planning. http://wiki.aiisc.ai/index.php/Covid19
  • 3. 1. Self Monitoring 2. Self Appraisal 3. Self Management 4. Intervention 5. Disease Progression and Tracking Virtual Health Assistant for Augmented Personalized Health: example of Asthma • Complex- multifactorial disease, personalized • Access- challenges in working with patients (IRB, privacy, medical/clinical knowledge and lack of gold standards, etc.
  • 4. 4 Sensor, Social, Clinical Datastreams: Informed & Intelligent Questions Weather information (temperature, pollen, humidity, etc) Elasticsearch (ES) Database Query & Rule Abstract raw values into information Asthma Domain Knowledge https://bioportal.bioontology.org/ontologies/AO http://www.childhealthservicemodels.eu Patient Data from EMR & PGHD (Compliance score, prescribed medications, asthma control level) IoTs (Foobot & Fitbit) Conversation Rules & Scripts (DialogFlow) Sensor,Social,Clinical Architectural Framework for Intelligent & Informed Conversations: kBOT Asthma Sensor (IoTs) & Cyber Datastream Clinical (Baseline) Datastream Patient Consented Social Data (Facebook, Instagram, Twitter Activity) Social Datastream Knowledge Datastream ★ Smarter & engaging agent ★ Minimize active sensing (Questions to be asked) ★ Ask only informed & intelligent questions ★ Relevant & Contextualized conversations ★ Personalized & Human-Like Human-Like Aspect
  • 5. Contextualization and Personalization kBOT initiates greeting conversation. Understands the patient’s health condition (allergic reaction to high ragweed pollen level) via the personalized patient’s knowledge graph generated from EMR, PGHD, and prior interactions with the kBOT. Generates predictions or recommended course of actions. Inference based on patient’s historical records and background health knowledge graph containing contextualized (domain-specific) knowledge. Figure: Example kBOT conversation which utilizes background health knowledge graph and patient’s knowledge graph to infer and generate recommendation to patients. ★ Conversing only information relevant to the patient 5
  • 6. “Huge need in several fields – health and education among the important areas. • Examples from health domain: not enough available clinical expertise to meet mental health needs; chronic disease need continuous care; massive growth in patient generate data with demonstrated value for making decisions on health, wellness and fitness. But, Quite challenging: big data challenges – esp variety of data, need for context to interpret data (and relevant deep domain knowledge), personalization for each patient, need to be able to explain results before clinicians will take the technology seriously, ease of use/UX, incentives in validation studies (patients, clinicians, insurance companies), etc.

Notes de l'éditeur

  1. Architecture slide, sensor, social, clinical