http://rdf.ncbi.nlm.nih.gov/pubchem/patent/US-2021225463-A1

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publicationDate 2021-07-22-04:00^^<http://www.w3.org/2001/XMLSchema#date>
publicationNumber US-2021225463-A1
titleOfInvention System and Method with Federated Learning Model for Medical Research Applications
abstract The technology disclosed relates to a system and method of conducting virtual clinical trials. The system comprises a sponsor server configured to specify a target mapping of a clinical trial objective mapper. The target mapping maps participant-specific clinical data to an objective of a virtual clinical trial. The system comprises a plurality of edge devices accessible by respective participants in a plurality of participants. The system comprises a clinical trial conductor server configured to distribute coefficients of the clinical trial objective mapper to respective edge devices to implement distributed training of the clinical trial objective mapper. The clinical trial conductor server is configured to receive participant-specific gradients generated during the distributed training in response to processing participant-specific clinical data. The clinical trial conductor server is configured to aggregate the participant-specific gradients to generate aggregated gradients that cumulatively satisfy the target mapping of the clinical trial objective mapper.
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http://rdf.ncbi.nlm.nih.gov/pubchem/patent/US-2023289169-A1
http://rdf.ncbi.nlm.nih.gov/pubchem/patent/US-2023253980-A1
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priorityDate 2020-01-22-04:00^^<http://www.w3.org/2001/XMLSchema#date>
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