Systems and methods for metabolic outcome predictions
US12293841B1 · kind B1 · utility
Assignee
Inventors
Key dates
| Filing date | Sep 20, 2024 |
| Grant date | May 6, 2025 |
| Priority date | — |
| Expiry date | Sep 20, 2044 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG16H50/70
- WIPO fieldMedical technology
- WIPO sectorInstruments
Abstract
A method may receive historical metabolic values for an individual having a first medical condition. A method may provide a first subset of the historical metabolic values to a machine learning model to train a generative machine learning model. A method may generate a first predicted metabolic value based on the first subset of historical metabolic values. A method may calculate a root mean square error (RMSE) between the first predicted metabolic value and a corresponding actual metabolic value of a second subset of historical metabolic values. A method may train the generative machine learning model to minimize the RMSE. A method may generate a trained generative machine learning model based on the training.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.