Apparatus and method for training a machine learning model
US12259864B1 · kind B1 · utility
Assignee
Inventors
Key dates
| Filing date | Aug 5, 2024 |
| Grant date | Mar 25, 2025 |
| Priority date | — |
| Expiry date | Aug 5, 2044 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG16H50/70
- WIPO fieldMedical technology
- WIPO sectorInstruments
Abstract
Described herein is an apparatus and method for training a machine learning model. An apparatus may include a computing device configured to receive a corpus of data containing entries corresponding to a plurality of subjects; identify a plurality of entries within the corpus, corresponding to a first subject of the plurality of subjects and representing medical history of the first subject; determine a plurality of temporal attributes of the plurality of entries; generate a plurality of tokens as a function of the plurality of entries; generate a chronological data structure segment ordering one or more of the plurality of entries and the plurality of tokens, as a function of the plurality of temporal attributes; and train a multimodal machine learning model on a training dataset including the chronological data structure segment.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.