Difference between revisions of "AI and Complex Systems in Biomedicine"
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Revision as of 17:38, 1 February 2022
Eighth Clinical and Translational Science Award Ontology Workshop
The Clinical and Translational Science Ontology Group (CTSOG) invites you to join us March 16-18, 2022 in Orlando, Florida to discuss AI, Complex Systems in Biomedicine, and the role of ontology both in tempering the expectations of AI and advancing it to goals it can achieve. For example, we hear things all the time like “Google’s deep-learning program for determining the 3D shapes of proteins stands to transform biology, say scientists.” An optimism of this sort as to the potential of AI is shared by many working in the field of clinical and translational science. The purpose of this workshop is to explore the basis for this optimism, by looking at successes and failures of AI in different areas of biomedicine.
Example topics include:
- Can NLP build useful medical ontologies?
- Machine learning and the role of ontology
- AI and team science
- AI and medical diagnosis and clinical decision support
- The limits of AI when applied to complex systems
- Complex systems and the replication crisis
- AI in therapeutic decision making
- AI in modelling cell biology
- AI in modelling systems biology
- AI-driven cell ontology
- The challenges of implementing AI in healthcare
Persons who are interested in participating can register here. If you have any questions, please contact William Hogan at firstname.lastname@example.org.
Bill Hogan, Jobst Landgrebe, Barry Smith
Bill Hogan (University of Florida College of Medicine, Gainesville, FL), email@example.com
Barry Smith (University at Buffalo, Buffalo, NY), firstname.lastname@example.org
- University of Florida Clinical and Translational Science Institute Biomedical Informatics Program
March 16 (Wednesday) - 18 (Friday), 2022
Embassy Suites by Hilton Orlando Lake Buena Vista South, Kissimmee, FL (20 minutes from Orlando airport).
To reserve a room in our block, click here. The room rate is available 3 days pre and post meeting in case you'd like to stay in Florida and enjoy the warm weather a little longer.
Registration is free, but we absolutely need you to register for planning purposes.
To register for the meeting, click here.
Outline of Agenda (starting and stopping times for official agenda each day in bold)
Tuesday March 15th
Pre-Workshop Informal Meet & Greet: We will meet between 7pm and 10pm ...
Wednesday March 16th
9a-12p Working session on the ontology of social determinants of health
12p-1p Lunch (available to all, not just working session participants)
1p-1:15p Welcome and overview
1:15p-3:15p Opening Tutorial by Jobst Landgrebe, Cognotekt GmbH
- Abstract: “Google’s deep-learning program for determining the 3D shapes of proteins stands to transform biology, say scientists.” An optimism of this sort as to the potential of AI is shared by many working in the field of clinical and translational science. The purpose of this tutorial is to explore the basis for this optimism, by looking at successes and failures of AI in different areas of biomedicine.
Potential topics to be explored are:
- - Can NLP build useful medical ontologies?
- - Machine learning and the role of ontology
- - AI and team science
- - AI and medical diagnosis and clinical decision support
- - The limits of AI when applied to complex systems
- - Complex systems and the replication crisis
- - AI in therapeutic decision making
- - AI in modelling cell biology
- - AI in modelling systems biology
- - AI-driven cell ontology
- - The challenges of implementing AI in healthcare
The tutorial will focus on the question of what domains of medicine will benefit most from AI and how AI will impact the way we work in research and medical care.
Jobst Landgrebe is the founder and managing director of Cognotekt, an AI company based in Cologne, Germany, focusing on the creation of structured data from natural language text. Dr Landgrebe is an MD with a background in biomedical informatics. He is the co-author, with Barry Smith, of Why Machines Will Never Rule the World. Artificial Intelligence without Fear, to be published by Routledge in summer 2022.
Sivaram Arabandi - Clinical Decision Support, AI, and Ontology
Thursday March 17th
9a-5p Presentations with breaks and lunch provided
Friday March 18th
9a-12p Working session and discussion of next steps, closing
10:45a: Introduction to CRO - Presenter: Frank Manion
11:00a: Introduction to D-acts - Presenter: Mathias Brochhausen
11:15a: Use cases - Facilitator: Mathias Brochhausen
Travel Fund Application
- Barry Smith, co-organizer, U at Buffalo
- Jobst Landgrebe, co-organizer and special guest
- William Hogan, co-organizer, UF
- Mathias Brochhausen, UAMS
- Sivaram Arabandi, Ontopro
- Frank Manion, U of Michigan
- Sarah Bost, UF
- Alex Loiacono, UF
- Naomi Braun, UF
- Sonya White, UF
- Donny Weinbrenner, UF
- Matt Diller, UF