Machine learning-based predictive analytics for referral diagnoses
AssigneeMatrixCare, Inc.
InventorDenver Michael WEST
Life of this patent
Estimating the term…
Abstract
Techniques for machine learning-based data evaluation are provided. A patient referral of a patient to a healthcare service is accessed, and a referral condition of the patient is determined based on the patient referral. Using a machine learning model, a prediction indicating one or more referral outcomes is generated based on the first referral condition. Acceptance of the patient referral to the healthcare service is facilitated based on the prediction.
Claims20
A method, comprising:
- accessing a first patient referral of a first patient to a first healthcare service;
- determining, based on the first patient referral, a first referral condition of the first patient;
- generating, using a first machine learning model, a first prediction indicating one or more referral outcomes based on the first referral condition;
- and
- facilitating acceptance of the first patient referral to the first healthcare service based on the first prediction.
A method, comprising:
- accessing a first set of patient referrals to a first healthcare service, each respective patient referral indicating a respective referral condition;
- determining first outcome data comprising, for each respective patient referral of the first set of patient referrals, one or more respective referral outcomes of a corresponding patient after transitioning to the first healthcare service;
- training a first machine learning model to predict one or more referral outcomes based on the first set of patient referrals and the first outcome data;
- and
- deploying the first machine learning model to process new patient referrals to the first healthcare service.
One or more non-transitory computer-readable media comprising computer-executable instructions that, when executed by one or more processors of one or more processing systems, cause the one or more processing systems to perform an operation comprising:
- accessing a first patient referral of a first patient to a first healthcare service;
- determining, based on the first patient referral, a first referral condition of the first patient;
- generating, using a first machine learning model, a first prediction indicating one or more referral outcomes based on the first referral condition;
- and
- facilitating acceptance of the first patient referral to the first healthcare service based on the first prediction.
Dependencies are inferred from the claim text.