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AssigneeOptum Services (Ireland) Limited
InventorsDavid Alexander Dickie, James McNair Sloan, Michael J. McCarthy, Kieran O'Donoghue
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Various embodiments of the present disclosure provide machine learning model-based risk prediction and treatment pathway prioritization for entities associated with a respective disparity group. Example embodiments are configured to generate, using a risk prediction model, an individual risk score for an entity of a disparity group associated with an entity cohort. Example embodiments are also configured to generate, using a disparity risk adjustment model, a disparity adjusted risk score for the entity based on the individual risk score. Example embodiments are also configured to initiate various prediction-based actions for the entity based on a comparison between the disparity adjusted risk score and a risk score threshold. Example embodiments are also configured to generate a phenotypic profile for the entity based on an evaluation data object and an image-based evaluation data object for the entity and generate a prediction-based action sequence for the entity based on the phenotypic profile.
A computer-implemented method, the computer-implemented method comprising:
A computing system comprising memory and one or more processors communicatively coupled to the memory, the one or more processors configured to:
One or more non-transitory computer-readable storage media including instructions that, when executed by one or more processors, cause the one or more processors to:
Dependencies are inferred from the claim text.