Augmenting files such as DICOM objects containing medical imaging information with additional medical information about the subject of the medical imaging information

One or more computer memories collectively having contents configured to cause a computing system to perform a method, the method comprising:

• receiving a plurality of enriched DICOM objects, each enriched DICOM object comprising:
• medical imaging information captured from a subject using a medical imaging device, and
• supplemental medical information about the subject extracted from an electronic medical record corresponding to the subject;
• for each of the plurality of enriched DICOM objects, establishing a training observation in which the medical imaging information of the enriched DICOM object and at least one unit of the supplemental medical information of the enriched DICOM object are employed as independent variables, and at least one unit of the supplemental medical information of the enriched DICOM is employed as a dependent variable;
• and
• training machine learning model with the established training observations.

A method in a computing system, the method comprising:

• receiving a plurality of enriched DICOM objects, each enriched DICOM object comprising:
• medical imaging information captured from a subject using a medical imaging device, and
• supplemental medical information about the subject extracted from an electronic medical record corresponding to the subject;
• for each of the plurality of enriched DICOM objects, establishing a training observation in which the medical imaging information of the enriched DICOM object and at least one unit of the supplemental medical information of the enriched DICOM object are employed as independent variables, and at least one unit of the supplemental medical information of the enriched DICOM is employed as a dependent variable;
• and
• training machine learning model with the established training observations.

A computing system, comprising:

• one or more processors;
• and
• one or more memories collectively having contents executable by the one or more processors to perform a method, the method comprising:
• receiving a plurality of enriched DICOM objects, each enriched DICOM object comprising:
• medical imaging information captured from a subject using a medical imaging device, and
• supplemental medical information about the subject extracted from an electronic medical record corresponding to the subject;
• for each of the plurality of enriched DICOM objects, establishing a training observation in which the medical imaging information of the enriched DICOM object and at least one unit of the supplemental medical information of the enriched DICOM object are employed as independent variables, and at least one unit of the supplemental medical information of the enriched DICOM is employed as a dependent variable;
• and
• training machine learning model with the established training observations.