Patents
US 12327630 B2: Machine learning models for automated request processing
- Granted
- 2025-06-10
- Filed
- 2023-12-18 application 18543017
- Type
- Utility · 20 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
A computerized method of automatically processing a medical imaging record using a machine learning model includes training a machine learning model prediction engine with historical medical imaging records, receiving a first medical imaging record from a first system, applying a set of specified approval criteria to the first medical imaging record to determine a provisional outcome, and in response to the provisional outcome being negative, selectively identifying an exception to the provisional outcome in response to input received by a user interface. In response to the exception not being identified, the method includes inputting a feature vector based on the first medical imaging record to the machine learning model prediction engine to generate a likelihood estimate, comparing the generated likelihood estimate to a target threshold, and in response to the generated likelihood estimate being greater than the target threshold, transmitting a signal indicating approval to the first system.
Source: PVGPATDIS, file of 2026-04-10 (ipg250610.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Evicore Healthcare MSI, LLC 4 patents | US company or organization | Bluffton, SC | PVGPATDIS, file of 2026-04-10 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| William Cochran | Franklin, TN | 2 | PVGPATDIS, file of 2026-04-10 | |
| Bijuna S. Pramila | Livingston, NJ | 2 | PVGPATDIS, file of 2026-04-10 | |
| Han Van Vo | King of Prussia, PA | 7 | PVGPATDIS, file of 2026-04-10 | |
| Hari C. Narayanan | Livingston, NJ | 2 | PVGPATDIS, file of 2026-04-10 | |
| Navin Rai | Trumbull, CT | 2 | PVGPATDIS, file of 2026-04-10 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G16H | Healthcare informatics, i.e. information and communication technology [ict] specially adapted for the handling or processing of medical or healthcare data | G16H40/20 | PVGPATDIS, file of 2026-04-10 |
| G06N | Computing arrangements based on specific computational models | G06N20/00 | PVGPATDIS, file of 2026-04-10 |
| G06Q | Information and communication technology [ict] specially adapted for administrative, commercial, financial, managerial or supervisory purposes; systems or methods specially adapted for administrative, commercial, financial, managerial or supervisory purposes, not otherwise provided for | G06Q10/10 | PVGPATDIS, file of 2026-04-10 |
| G06T | Image data processing or generation, in general | G06T7/0012 | PVGPATDIS, file of 2026-04-10 |
| A61B | Diagnosis; surgery; identification | A61B5/055 | PVGPATDIS, file of 2026-04-10 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
| Recorded | What | From | To | Reel/frame | Source |
|---|---|---|---|---|---|
| 2023-12-18 | Assignment Assignment of assignor's interest | PRAMILA, BIJUNA S. signed 2020-12-15 VO, HAN VAN signed 2020-12-15 COCHRAN, WILLIAM K. signed 2020-12-16 NARAYANAN, HARI C. signed 2020-12-16 RAI, NAVIN signed 2020-12-16 | EVICORE HEALTHCARE MSI, LLC BLUFFTON, SC | 65894/769 | ECORSEXC, file of 2026-09-25 |
Documents recorded with the USPTO Assignment Recordation Branch that list this patent. A security interest is a lender’s claim on the patent as collateral; a release ends it.
USPTO bulk data: PatentsView granted patents, disambiguated (PVGPATDIS) for patents, assignees, inventors, places and CPC categories; the USPTO Patent Assignment Dataset (ECORSEXC) for assignments and security interests. Patents filed in the last 20 years. No claims or full text. Links to other records are by name (and state): EXACT means the identical full name and state; FUZZY means a looser name match, with the confidence shown.