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Abstract

The current document is directed to methods and systems for automated generation of evaluation and management medical codes (“E/M codes”). In one implementation, a series of processes are applied to a medical document in order to generate annotations and concepts, extract metadata, and, using the annotations and concepts, and, in certain cases, the extracted metadata, to generate a set of feature/feature-value pairs that parametrically represent the contents of the medical document. Models for E/M codes and E/M-code components are generated to contain sets of weights, each weight corresponding to a feature for which a feature-value is automatically generated from medical documents. These weights are used as multipliers, in certain implementations, of the feature values generated for a medical document. Multiplication of feature values by corresponding weights produces terms that are used to generate scores for each of various different E/M codes. The generated scores provide a basis for selecting one or more E/M codes for the medical document.

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