MEDICAL EVALUATION MACHINE LEARNING WORKFLOWS AND PROCESSES

摘要

Systems and methods for processing electronic imaging data obtained from medical imaging procedures are disclosed herein. Some embodiments relate to data processing mechanisms for medical imaging and diagnostic workflows involving the use of machine learning techniques such as deep learning, artificial neural networks, and related algorithms that perform machine recognition of specific features and conditions in imaging data. In an example, a deep learning model is selected for automated image recognition of a particular medical condition on image data, and applied to the image data to recognize characteristics of the particular medical condition. Based on the characteristics recognized by the automated image recognition on the image data, an electronic workflow for performing a diagnostic evaluation of the medical imaging study may be modified, updated, or prioritized.

主权项

1. A method of electronic processing for data in a medical evaluation workflow, comprising a plurality of electronic operations executed with a processor and memory of a computing device, with the plurality of electronic operations comprising:
obtaining image data associated with a medical imaging study; obtaining non-image data associated with the medical imaging study; selecting a deep learning model to apply automated image recognition of a particular medical condition on the image data, wherein the deep learning model is selected based on information indicated in metadata of the image data and information indicated in a data field of the non-image data; recognizing characteristics of the particular medical condition from image content of the image data, wherein the characteristics of the particular medical condition are recognized using automated image recognition with the deep learning model; and modifying an electronic workflow for performing a diagnostic evaluation of the medical imaging study, wherein the electronic workflow is modified based on the characteristics of the particular medical condition recognized from the image data.