Need
Clinical report entry requires aligning dictated text with standardized imaging descriptions. Medical terminology and diagnostic wording must be handled in their professional context.
Work completed
The team contributed data preparation, training and deployment for an ultrasound-report processing module, including corpus integration, quality filtering, instruction samples, supervised LoRA adaptation, transcription evaluation and inference deployment.
Use
According to the team’s project records, the functionality entered use in a hospital in early 2026. This case concerns report preparation and language-model adaptation; it is not presented as an autonomous diagnostic system.
This is prior team work. Patient data, customer contacts and internal system details are not disclosed.