20250166827. Multimodal Foundat (GE Precision Healthcare LLC)
MULTIMODAL FOUNDATION MODEL FOR PATIENT RISK STRATIFICATION
Abstract: the described technology is generally directed towards automated and dynamic creation of a recommended treatment for a patient's medical condition. a potential treatment can be generated by application of patient data to a multimodal model representing radiomic data and pathomic data integrated with transcriptomic data. the potential treatment can be applied to a probability model to determine a risk score for the potential treatment. the probability model comprises a collection of treatments and medical conditions, in conjunction with respective measures of success of application of a respective treatment to a respective condition. the multimodal model can comprise a network of nodes and edges, wherein the nodes represent knowledge of a patient condition, medical knowledge/medical research regarding the respective patient conditions, and the like. an output of the multimodal model is one or more recommended treatments for the medical condition.
Inventor(s): Soumya Ghose, Sanghee Cho, Fiona Mary Ginty, Sriram Boppana, SM Shajedul Hasan, Erhan Bas, Thiruvarul Selvan Senthivel
CPC Classification: G16H50/20 (for computer-aided diagnosis, e.g. based on medical expert systems)
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- Patent Applications
- GE Precision Healthcare LLC
- CPC G16H50/20
- Soumya Ghose of Niskayuna NY US
- Sanghee Cho of Schenectady NY US
- Fiona Mary Ginty of Saratoga Springs NY US
- Sriram Boppana of Redmond WA US
- SM Shajedul Hasan of Rexford NY US
- Erhan Bas of Sammamish WA US
- Thiruvarul Selvan Senthivel of Snoqualmie WA US