This data processing flow is designed to enhance and validate medical billing information extracted from clinical notes. It begins with a dataset containing medical notes, patient demographics, and clinical evidence. The flow processes this data to assigns billing codes to these concepts using a language model.

The flow then refines the extracted data by cleaning and organizing it, ensuring that the assigned billing codes are properly formatted and filled where necessary. It integrates this information with a reference dataset of medical billing codes to enrich the data with additional details, such as labels and definitions.

The final output is a comprehensive dataset, "billing_codes_validation_view," which provides a structured view of medical billing codes linked to extracted medical concepts. This dataset includes verification status and comments, facilitating the validation process. It serves as a valuable resource for ensuring the accuracy and completeness of medical billing information, ultimately supporting better financial and clinical decision-making in healthcare settings.


![flow-code-mapping.png](swfpohVXSxUA)

Prompt recipe [compute_notes_llm_billing](recipe:compute_notes_llm_billing)
Output dataset [billing_codes_validation_view](dataset:billing_codes_validation_view)