Thyroid Ultrasound Appropriateness Identification Through Natural Language Processing of Electronic Health Records.

The NLP models can accurately identify the appropriateness of a thyroid ultrasound from clinical documentation and order requisition information, a critical initial step toward evaluating the drivers and outcomes of TUS use and subsequent thyroid cancer overdiagnosis.