Vermont Teen Innovates AI to Tackle Medical Billing Errors

Innovative technology could transform the future of medical billing accuracy.

 Medical billing complications can have a significant impact on individuals and families, and a high school senior from Thetford has developed a potential solution aimed at alleviating such issues. Elijah Renner's innovative technology could transform the future of medical billing accuracy.

Renner, who has been personally affected by medical debt through family experiences with denied claims, recognized the urgency of addressing such complications. He discovered during a summer internship at Dartmouth Health and Cedars-Sinai Medical Center that a substantial number of billing inaccuracies stem from incorrect coding assigned to medical procedures. This misalignment reportedly contributes to over $28 billion in erroneous Medicare payments annually.

To address this problem, Renner proposed the idea of utilizing artificial intelligence for coding which could significantly reduce errors and prevent patients from receiving exorbitant bills. Collaborating with medical professionals, he developed a system that analyzes pathology reports and generates a corresponding representation to be processed by a classifier model capable of predicting the appropriate primary CPT code.

The resulting technology, called Pathformer, operates at an impressive speed, outperforming existing AI methods used at the institutions where he interned. His model boasts a remarkable accuracy rate exceeding 96%.

Recently, Renner's project was honored by securing a top position at the Vermont STEM Fair, earning him a spot at the Regeneron International Science and Engineering Fair in Phoenix set for May. At Thetford Academy, Renner is recognized for his leadership in promoting STEM education, having been instrumental in establishing a STEM club alongside his peers. His science teacher noted his initiative in creating a welcoming environment for fellow students interested in science and technology.

As he approaches graduation, Renner encourages younger students at Thetford Academy to explore their interests in STEM fields, emphasizing the importance of embracing these subjects with enthusiasm. Following high school, Renner plans to attend Stanford University to pursue computer science. Meanwhile, his team is preparing to implement and test their innovative system in the billing departments of Dartmouth-Hitchcock and Cedars-Sinai.