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US 12,009,071 B2Granted
System and/or method for determining service codes from electronic signals and/or states using machine learning
AssigneeAKASA, Inc.
InventorsByung-Hak Kim, Hariraam Varun Ganapathi
Life of this patent
Estimating the term…
Abstract
Disclosed are a system, method and apparatus to generate service codes based, at least in part, on electronic documents. In an embodiment, tokens may be embedded in an electronic document based, at least in part, on a linguistic analysis of the electronic document. Likelihoods of applicability of service codes to the electronic document may be determined based, at least in part, on the embedding of tokens.
Claims19
A method comprising:
- determining an embedding of first tokens based, at least in part, on a linguistic analysis of an electronic document, the electronic document comprising one or more notes relating to a diagnosis and/or treatment created by a medical clinician, at least some of the first tokens to express elements of human anatomy, conditions of elements of human anatomy, or a combination thereof;
- and
- determining likelihoods of applicability of service codes, the service codes identifying clinical services to be performed for medical treatment on a patient, to the electronic document based, at least in part, on the embedding of tokens.
A computing device comprising:
- one or more processors to:
- determine an embedding of tokens based, at least in part, on a linguistic analysis of an electronic document, the electronic document comprising one or more notes relating to a diagnosis and/or treatment created by a medical clinician, at least some of the tokens to express elements of human anatomy, conditions of elements of human anatomy, or a combination thereof;
- and
- determine likelihoods of applicability of service codes, the service codes identifying clinical services to be performed for medical treatment on a patient, to the electronic document based, at least in part, on the embedding of tokens.
1 more element
An article comprising:
- a non-transitory storage medium comprising computer-readable instructions stored thereon which are executable by one or more processors of a computing device to:
- determine an embedding of first tokens based, at least in part, on a linguistic analysis of an electronic document, the electronic document comprising one or more notes relating to a diagnosis and/or treatment created by a medical clinician, at least some of the first tokens to express elements of human anatomy, conditions of elements of human anatomy, or a combination thereof;
- and
- determine likelihoods of applicability of service codes, the service codes identifying clinical services to be performed for medical treatment on a patient, to the electronic document based, at least in part, on the embedding of tokens.
1 more element
Dependencies are inferred from the claim text.