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Bellini College of Artificial Intelligence, Cybersecurity and Computing

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Professor Templeton

Smart mouthguards are one of many innovations coming from ľƵ Bellini’s SHIELD lab

Artificial intelligence could soon turn an athlete’s mouthguard into a life-saving device, more accurately predicting brain injuries and advancing safety far beyond the NFL. John Templeton, assistant professor in the ľƵ Bellini College of Artificial Intelligence, Cybersecurity and Computing, is working on a smart mouthguard that will have real-world impact.

The custom-fit mouthguard is equipped with multiple sensors that not only track head movement but also postural control and autonomic function. The addition of measuring real-time bite force as related to postural control, in addition to autonomic functions of heart rate, blood oxygen and body temperature, will allow for more personalized detection and understanding of head injuries. AI algorithms will help interpret the vast data these sensors collect, distinguishing between routine impacts and potentially concussive events in ways humans alone cannot. The device will offer more accurate and personalized assessments for athletes, but also has potential for military personnel, elderly people and workers in high-risk environments.

To advance the development of the smart mouthguard, Templeton’s lab was among a select group to receive a $25,000 grant from the Florida High Tech Corridor Early Stage Innovation Fund, a program designed to spur the broader impact and commercialization ľƵ-invented technologies. The grant will support improvements to the device’s design, sensor calibration and the creation of a mobile app for live data review, helping bring this advanced monitoring system closer to real-world use and broader adoption.

“It was conceptualized as the crossover of biomedical engineering devices and computer science – to use this data to predict concussive impacts,” Templeton said. “It’s exciting to merge my two disciplines into one project.”

Templeton’s SHIELD Lab works on smarter health by innovating, enabling and linking devices. The smart mouthguard fits with his research mandate and uniquely positioned skillset.

A uniquely interdisciplinary approach

Traditional computer scientists often focus on a single discipline, such as computer vision, and then apply it to areas such as biometrics, autonomous vehicles or medical imaging, Templeton looks across all of computer science for solutions to specific problems.

“My goal as a researcher is to flip the traditional perspective. I apply any and every computer science and engineering principle to health care, using tools like computer vision, machine learning, AI and mobile applications,” Templeton said.

Templeton and his lab work with public health, medicine and nursing professionals on projects ranging across cancer, cardiology, neurology and biomechanics, among many others. The SHIELD lab team currently includes eight doctoral students and six master’s students, as well as several undergraduate researchers. They partner with several clinicians to directly work on translatable outcomes. 

A mobile application from his lab is already in active use with two clinical populations in the neurological space, Parkinson’s disease and traumatic brain injuries, in partnership with ľƵ’s Center for Innovation Technology and Aging and Hyperbaric Oxygen Therapy Group, respectively.

“All of the tools we develop and work on are meant to get in the hands of patients and doctors,” Templeton added. “The goal is to get these tools to a state where we can put it in the app store for real world use. Making open-access screening tools, creating database systems and providing usable AI for researchers to use should improve patient outcomes and directly impact researchers and clinicians.”

Templeton’s collaborations span ľƵ Health, the Veteran’s Administration, Tampa General Hospital and the ľƵ College of Public Health, evidence of the Bellini College’s reach across disciplines and institutions. For example, he is working in partnership with the College of Public Health and the TampaWell Community Garden and Food Pharmacy at Tampa General Hospital on a mobile application for food-insecure populations with diagnoses like obesity or diabetes.

“Interdisciplinary research means listening to clinicians’ and patients’ real needs, not just our interpretation of who needs what,” Templeton said. “It means being engaged with all the relevant populations and it all starts with getting the right people in the room together. 

A lifelong intersection of health care and technology

A lifelong athlete and the youngest of a family of engineers and medical practitioners, Templeton grew up interested in engineering and medicine. He was interested in biomechanics, injury prevention and rehabilitation, so he headed to Arizona State University to earn two degrees in biomedical engineering, where he worked on projects leveraging mobile apps and wearable devices to improve health outcomes.

Templeton went on to earn a doctorate in computer science and engineering in 2022 from the University of Notre Dame. Notre Dame recently recognized his contributions as part of their 2025 Domer Dozen, a collection of young alumni selected for their achievements in areas such as education, health care and public service.

Within his lab, Templeton sees his own excitement about health care applications reflected in the students working with him and the research support system he’s created for them. 

“Most of them have either experienced a personal or familial connection with the project they’re working on, which makes it impactful for them, to see how it can help people moving forward,” he said. “If you’re excited about what you’re working on, whether it’s cancer, cardiology or neurology, it’s not work. I like to partner with clinicians and have my students support each other, even under different conditions, to drive the computer science application, and then I fill in the gaps on the medical domain side.

“I love the intersection of teaching, research and application, having the freedom to come up with these projects in my lab that turn into translatable, impactful tools,” Templeton said. "This is where I’m supposed to be.”

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About Bellini College of Artificial Intelligence, Cybersecurity and Computing News

Established in 2024, the Bellini College of AI, Cybersecurity and Computing is the first of its kind in Florida and one of the pioneers in the nation to bring together the disciplines of artificial intelligence, cybersecurity and computing into a dedicated college. We aim to position Florida as a global leader and economic engine in AI, cybersecurity and computing education and research. We foster interdisciplinary innovation and ethical technology development through strong industry and government partnerships.