Workshop
Machine learning from ground truth: New medical imaging datasets for unsolved medical problems.
Katy Haynes · Ziad Obermeyer · Emma Pierson · Marzyeh Ghassemi · Matthew Lungren · Sendhil Mullainathan · Matthew McDermott
Tue 14 Dec, 7 a.m. PST
This workshop will launch a new platform for open medical imaging datasets. Labeled with ground-truth outcomes curated around a set of unsolved medical problems, these data will deepen ways in which ML can contribute to health and raise a new set of technical challenges.
Chat is not available.
Timezone: America/Los_Angeles
Schedule
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Tue 7:00 a.m. - 7:15 a.m.
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Machine learning from ground truth: introductory remarks
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Introductory remarks
)
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SlidesLive Video |
Ziad Obermeyer · Sendhil Mullainathan · Katy Haynes · Eric Schmidt 🔗 |
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Tue 7:15 a.m. - 7:20 a.m.
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Transition break
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🔗 |
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Tue 7:20 a.m. - 8:00 a.m.
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What are “meaningful” ML datasets and the opportunities and challenges in creating them?
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Panel
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SlidesLive Video |
Judy Wawira · Matthew Lungren · Elaine Nsoesie · Ari Robicsek 🔗 |
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Tue 8:00 a.m. - 8:05 a.m.
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Transition break
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🔗 |
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Tue 8:05 a.m. - 9:00 a.m.
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Spotlight talks: new datasets and research finalists
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Spotlight talks - accepted papers
)
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SlidesLive Video |
Roxana Daneshjou · Sharmita Dey · Sabri Boughorbel · TestMatt TestMcDermott · Daniel Gedon 🔗 |
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Tue 9:00 a.m. - 9:30 a.m.
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Lunch break
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🔗 |
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Tue 9:30 a.m. - 10:00 a.m.
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A conversation around medical mysteries, featuring Kevin Volpp & Eric Topol
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Discussion panel
)
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link
SlidesLive Video |
Kevin G Volpp · Eric Topol 🔗 |
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Tue 10:00 a.m. - 10:15 a.m.
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Transition break
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🔗 |
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Tue 10:15 a.m. - 11:00 a.m.
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Data science for healthcare in academia and government
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Panel
)
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SlidesLive Video |
Katherine Baicker · Jennifer Chayes · Aneesh P Chopra 🔗 |
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Tue 11:00 a.m. - 11:15 a.m.
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Transition break
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🔗 |
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Tue 11:15 a.m. - 12:00 p.m.
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Data Opportunities: unsolved medical problems and where new data can help
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Panel
)
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SlidesLive Video |
Bin Yu · Regina Barzilay · Marzyeh Ghassemi · Emma Pierson 🔗 |
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Tue 12:00 p.m. - 12:05 p.m.
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Transition break
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🔗 |
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Tue 12:05 p.m. - 12:15 p.m.
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Pain Prediction in Neurological Spine Disease Patient Using Digital Phenotyping
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Poster
)
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Aakanksha Rana 🔗 |
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Tue 12:15 p.m. - 12:30 p.m.
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Assessing Changes in BNP from Chest Radiographs using Convolutional Neural Networks
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Poster
)
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Allen Ding 🔗 |
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Tue 12:30 p.m. - 12:45 p.m.
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Disability prediction in multiple sclerosis using performance outcome measures and demographic data
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Poster
)
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Diana Mincu 🔗 |
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Tue 12:45 p.m. - 12:50 p.m.
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Transition break
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🔗 |
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Tue 12:50 p.m. - 1:20 p.m.
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What problems get funded in computational medicine?
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Panel
)
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SlidesLive Video |
Daniel Yang · Katy Haynes 🔗 |
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Tue 1:20 p.m. - 1:25 p.m.
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Transition break
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🔗 |
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Tue 1:25 p.m. - 1:55 p.m.
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Nightingale Open Science platform launch and video demonstration
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Live talk
)
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SlidesLive Video |
Josh Risley 🔗 |
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Tue 1:55 p.m. - 2:00 p.m.
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Transition break
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🔗 |
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Tue 2:00 p.m. - 2:10 p.m.
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Closing remarks
(
Closing remarks
)
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SlidesLive Video |
Ziad Obermeyer 🔗 |