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AI-powered model predicts post-concussion injury risk in college athletes

Athletes who suffer a concussion have a serious risk of reinjury after returning to play, but identifying which athletes are most vulnerable has always been a bit of a mystery, until now. Using artificial intelligence (AI), University of Delaware researchers have developed a novel machine learning model that predicts an athlete’s risk of lower-extremity musculoskeletal (MKS) injury after concussion with 95% accuracy. A recent study published in Sports Medicine details the development of the AI model, which builds on previously published research showing that the risk of post-concussion injury doubles, regardless of the sport. The most common post-concussive injuries include sprains, strains, or even broken bones or torn ACLs. “This is due to brain changes we see post-concussion,” said Thomas Buckley, professor of kinesiology and applied physiology at the College of Health Sciences. These brain changes affect athletes’ balance, cognition, and reaction times and can be difficult to detect in standard clinical testing. “Even a minuscule difference in balance, reaction time, or cognitive processing of what’s happening around you can make the difference between getting hurt and not,” Buckley said. How AI is changing injury risk assessment Recognizing the need for enhanced injury reduction risk tools, Buckley collaborated with colleagues in UD’s College of Engineering, Austin Brockmeier, assistant professor of electrical and computer engineering, and César Claros, a fourth-year doctoral student; Wei Qian, associate professor of statistics in the College of Agriculture and Natural Resources; and former KAAP postdoctoral fellow Melissa Anderson, who’s now an assistant professor at Ohio University. To assess injury risk, Brockmeier and Claros developed a comprehensive AI model that analyzes more than 100 variables, including sports and medical histories, concussion type, and pre- and post-concussion cognitive data. “Every athlete is unique, especially across various sports,” said Brockmeier. “Tracking an athlete’s performance over time, rather than relying on absolute values, helps identify disturbances, deviations, or deficits that, when compared to their baseline, may signal an increased risk of injury.” While some sports, such as football, carry higher injury risk, the model revealed that individual factors are just as important as the sport played. “We tested a version of the model that doesn’t have access to the athlete’s sport, and it still accurately predicted injury risk,” Brockmeier said. “This highlights how unique characteristics—not just the inherent risks of a sport—play a critical role in determining the likelihood of future injury,” said Brockmeier. The research, which tracked athletes over two years, also found that the risk of MSK injury post-concussion extends well into the athlete’s return to play. “Common sense would suggest that injuries would occur early in an athlete’s return to play, but that’s simply not true,” said Buckley. “Our research shows that the risk of future injury increases over time as athletes compensate and adapt to small deficits they may not even be aware of.” The next step for Buckey’s Concussion Research Lab is to further collaborate with UD Athletics’ strength and conditioning staff to design real-time interventions that could reduce injury risk. Beyond sports: AI’s potential in aging research The implications of the UD-developed machine-learning model extend far beyond sports. Brockmeier believes the algorithm could be used to predict fall risk in patients with Parkinson’s disease. Claros is also exploring how the injury risk reduction model can be applied to aging research with the Delaware Center for Cognitive Aging. “We want to use brain measurements to investigate whether baseline lifestyle measurements such as weight, BMI, and smoking history are predictive of future mild cognitive impairment or Alzheimer’s disease,” said Claros. To arrange an interview with Buckley, email UD's media relations team at MediaRelations@udel.edu

3 min. read

Olympics 2024: Expert details the danger of headings in soccer

One of the most popular Olympic sports is soccer, and one of its most exciting plays – headers – is more commonly deployed by international teams. Given the risk of concussions during that play, experts like the University of Delaware's Thomas Kaminski will be watching the event closely during the 2024 Summer Games. Kaminski, professor of kinesiology and applied physiology in UD's College of Health Sciences, is a leading expert on concussions in soccer and serves as the sole U.S. representative on the FIFA Heading Expert Group. “FIFA is concerned about the disparity in concussions between men and women,” Kaminski said. “Women are at a higher risk of concussion due to a variety of reasons, including neck strength and overall body strength.” Concussions often occur during aerial challenges. “When players compete for the ball at the same time, they need to use their body to protect their head space, taking the strain off the head,” Kaminski said. Expect the ball to be in the air quite a bit in Olympic competition. “Many international teams tend to play the ball in the air more, but the USA will be ready for that. They know what to do,” Kaminski said. What to keep an eye out for: “Anytime a ball is scored from a header, it’s a picture of beauty in the game,” Kaminski said.

Tom Kaminski
1 min. read

#Expert Podcasts: How CARF Accreditation supports development and adds value

Thinking about accreditation for your rehabilitation facility? The newest Be Advised podcast is for you. Mary Free Bed’s Advisory Group podcast, Be Advised, is diving into the benefits of CARF Accreditation for health and human service organizations. The Commission on Accreditation of Rehabilitation Facilities (CARF) has been accrediting organizations since 1966. The guest for this episode is Terrence Carolan, managing director of the Medical Rehabilitation and Aging Services for CARF International. Carolan has more than 20 years of experience in the field of medical rehabilitation as an administrator, provider, and educator. He holds two master’s degrees, one in physical therapy and one in business administration. Before joining CARF as the managing director, Terrence was a CARF surveyor for more than 10 years. In his managing director role, Terrence oversees CARF’s medical rehabilitation area which includes standards for: Comprehensive Integrated Inpatient Rehabilitation Program Outpatient Medical Rehabilitation Program Residential Rehabilitation Program Home and Community Services Concussion Rehabilitation Program Interdisciplinary Pain Rehabilitation Program Occupational Rehabilitation Program Occupational Rehabilitation Program–Comprehensive Services Vocational Services Independent Evaluation Services Case Management CARF also accredits specialty programs in the areas of: Pediatrics Amputation Brain injury Cancer Spinal Cord Injury Stroke Be Advised is hosted by Joyal Pavey, vice president of the Mary Free Bed Advisory Group. On this episode of Be Advised, Joyal and Terrence discuss: What makes CARF unique? The national and international span of CARF Common questions about the accreditation process Advice for first time accreditation What’s next for CARF in the coming five years You can check out the podcast here: Looking to know more about accreditation or connect with Terrence? View his profile below to arrange an interview today.

Terrence Carolan, MSPT, MBA
2 min. read

Aston University MEG scanning facilities used by start-up to launch new brain health service

MEG scanning services at Aston Institute of Health and Neurodevelopment (IHN) have been used to launch the world’s first brain-imaging service to measure and assess brain health. Commercial brain imaging service Myndspan launched a service to assess brain health and identify concussions, with an event at Aston University. Start-up, MYndspan, was founded in 2020 by Caitlin Baltzer, former vice president of operations at functional brain imaging company Croton Healthcare and Janne Huhtala, previously chief executive of MEGIN, the global leader in functional brain imaging. The service was created to support brain health across populations, using cutting edge brain scanning technology to monitor and extend healthy cognitive lifespans. The brain imaging service is powered by a non-invasive brain scanning technology called Magnetoencephalography (MEG), which measures the electrical signals between neurons to form a highly detailed map of brain activity and function. The MEG scanner, which is located in the Aston Institute of Health and Neurodevelopment, at Aston University, identifies and observes functional ‘invisible injuries’ to the brain, such as concussion or PTSD, that can’t be seen from an MRI image of the brain. MYndspan’s service combines MEG scans with gamified tests of cognitive function, which measure a range of mental processes such as attention, memory, and visuospatial processing. Using these two measures of brain health, cognitive function and brain function, MYndspan provides a comprehensive overview, detailed in a thorough, easy-to-understand report of how a person’s brain is behaving and why. Among the service’s first customers are neuroscientist and author Dr Dean Burnett who is using MYndspan to monitor the effect increasing physical activity has on his brain over time and Vicky Macqueen former England Rugby player and chief executive of Didi Rugby, who is using the service to measure her pre-concussion baseline for playing contact sports safely. Through routine monitoring of personal brain activity, MYndspan helps people assess and understand their brain health. This helps to identify issues before symptoms emerge and supports optimal lifestyle and clinical intervention. Its first application is concussion, where the technology can support the recovery of an estimated 3.8 million athletes who experience sports-related concussion annually. Janne Huhtala, MYndspan co-founder said: “MYndspan’s technology can identify concussed brain activity and objectively identify and monitor recovery from a concussion. Currently, individuals are deciding to go back to play based on how they feel – a decision that can have life changing consequences. “We think athletes deserve to have objective information about where they are in their recovery, to make the best and most informed decisions.” MYndspan’s service will be available to the general public at Aston University’s Institute of Health and Neurodevelopment (IHN), an international leader in advanced technology to explore brains, development and healthy behaviours. IHN at Aston University is the first of many planned locations around the world where individuals will be able to access the service. MYndspan co-founder Caitlin Baltzer added: “The brain is hugely complex and exciting, and whilst there is a vast body of research and knowledge already available, there is still so much for us to learn about how it functions and changes over time. “In a world where we can track and optimise every part of our health, and our lives, the brain remains neglected. At MYndspan, we believe that every person has the right to better brain health and this begins with knowing our brains. “We are very excited to launch our brain scanning technology at Aston University as a demonstration for how digital health tools can support brain health and ultimately help more people recover and age better.” Dr Dean Burnett, neuroscientist and author, including of the Guardian blog ‘Brain Flapping’, said: “I'm a big proponent of anything that helps people understand their brains better, and MYndspan's new high-tech but easily accessible approach looks to be extremely useful in that regard.”

3 min. read

Aston University psychologists to take part in major study to improve concussion prognosis

Researchers from the Aston Institute of Heath and Neurodevelopment, in the College of Health and Life Sciences at Aston University, are taking part in a major multiple partner study to identify new ways to accurately predict whether patients will develop long-term complications as a consequence of concussion. Experts from the University of Birmingham and the Defence Medical Rehabilitation Centre, in collaboration with Defence Medical Services, are to lead the UK consortium carrying out the study. With year one funded by the Ministry of Defence (£2m) and projected to run over eight years, the multi-faceted study will include a trial involving 400 civilians and 400 military personnel aged over 18 with a new diagnosis of concussion (also known as a mild traumatic brain injury or mTBI) which has resulted in them needing hospital treatment or rehabilitation. At specific time intervals over two years, the participants will take part in nine different areas of research using a variety of medical techniques and assessments to establish if these can be used routinely by medics as ‘biomarkers’ to indicate prognosis and long term impact of concussion. Medical techniques and assessments being trialled include brain imaging and function, analysis of blood and saliva samples, and headache measures, as well as mental health, vision, balance, and cognitive performance. mTBI is common and has been declared a major global public health problem, with 1.4 million hospital visits due to head injury annually in England and Wales - 85% of which are classified as mTBI. It is also estimated that up to 9.5% of UK military personnel with a combat role are diagnosed with mTBI annually. The research will involve 20 University of Birmingham experts working across disciplines, including neurology, psychology, sports medicine, mathematics and academics within the University’s Centre for Human Brain Health, and will be coordinated by Birmingham Clinical Trials Unit. It will also be driven by experts at the Defence Medical Rehabilitation Centre Stanford Hall; Imperial College London; University of Westminster; University of Nottingham; Royal Centre for Defence Medicine; and University Hospitals Coventry & Warwickshire. Dr Caroline Witton, reader in psychology and scientific lead for magnetoencephalography (MEG) at the Aston Institute for Health and Neurodevelopment (IHN), Aston University said: "I am very excited to be part of this landmark study of traumatic brain injury. At IHN we are focussed on improving lives through brain imaging and this work has the potential to help the thousands of people each year who suffer long term disability following a concussion." Dr Jan Novak, lecturer in psychology and MRI lead at Aston University said: "It is outstanding that this prestigious work is being conducted at Aston University’s Institute of Health and Neurodevelopment. We will provide our expertise in brain imaging, prediction of outcomes in patient groups, and credentials in mTBI research to enrich the study. It is hoped that it will build upon existing collaborations with other local institutions and government bodies such as the Ministry of Defence." Alex Sinclair, professor of Neurology at the University of Birmingham and chief investigator of the mTBI-Predict project explained: “Although classified as mild, and many recover, the consequences of concussion can be profound with many patients suffering long-term disability due to persistent headaches, fatigue, imbalance, memory disturbance, and poor mental health including post-traumatic stress disorder, while it can have a significant impact on the economy through loss of working hours and demand on the health system. Identifying those patients most at risk of these disabling consequences is not currently possible. There is therefore a pressing need to develop accurate, reproducible biomarkers of mTBI that are practical for use in a clinical setting and can predict long-term complications. "Our programme of research will deliver a step change in the care of patients with mTBI, enabling a personalised medicine approach to target early intervention for those most in need but also identifying those with a good prognosis who can return rapidly to activities of daily living.” Co-Chief Investigator, Air Vice-Marshall Rich Withnall QHS Director of Defence Healthcare, UK Ministry of Defence said: “I am delighted that the Defence Medical Services, including the Defence Medical Rehabilitation Centre at Stanford Hall, will be working hand-in-glove with class-leading civilian colleagues and the National Rehabilitation Centre Programme. I fully support this ground-breaking research which I am confident will lead to significant clinical innovation to benefit military and civilian patients and have a translational positive impact for sporting activities from grass-roots to elite levels.” Chief Executive of Headway, Peter McCabe said: “We know that even a seemingly minor head injury can have a major impact on a person’s life – and often the lives of those closest to them. This is particularly the case if the brain injury goes undiagnosed or its effects are mistaken for other conditions. The frustration of not having an accurate diagnosis or receiving the right support can be compounded by the lack of a clear recovery pathway or timeline. We therefore welcome this study in the hope that it can advance our understanding of concussion and mTBI.”

Jackie Blissett
4 min. read

Renowned educator and author Gloria Ladson-Billings to present Georgia Southern 2021 Fries Lecture

Gloria Ladson-Billings, Ph.D., renowned pedagogical theorist, teacher educator and author, will present the 2021 Norman Fries Distinguished Lecture, hosted by Georgia Southern University’s College of Education. In her lecture, “Culturally Responsive Pedagogy: Educating Past Pandemics,” Ladson-Billings will discuss how pandemics provide opportunities for revisioning and reimagining culturally relevant teaching practices. She suggests that instead of “getting back to normal,” it is time to get on to new and more equitable ways of educating all students and creating a more democratic society. Ladson-Billings is the former Kellner Family Distinguished Professor of Urban Education in the Department of Curriculum and Instruction and faculty affiliate in the Department of Educational Policy Studies at the University of Wisconsin-Madison. She also served as the 2005-06 president of the American Educational Research Association (AERA). Ladson-Billings’ research examines the pedagogical practices of teachers who are successful with Black students. She also investigates critical race theory applications to education. She is the author of critically acclaimed books The Dreamkeepers: Successful Teachers of African American Children and Crossing Over to Canaan: The Journey of New Teachers in Diverse Classrooms, as well as numerous journal articles and book chapters. About Ladson-Billings Former editor of the American Educational Research Journal and a member of several editorial boards, Ladson-Billings’ work has won multiple scholarly awards including the H.I. Romnes Faculty Fellowship, the National Academy of Education/Spencer Postdoctoral Fellowship and the Palmer O. Johnson Outstanding Research Award. She is a 2018 recipient of the AERA Distinguished Research Award and was elected to the American Academy of Arts and Sciences in 2018. About the Norman Fries Distinguished Lectureship series The annual Norman Fries Distinguished Lectureship series began in 2001. It is funded by an endowment in honor of Norman Fries, founder of Claxton Poultry. In his more than 50 years of business, Fries built the company from a one-man operation into one of the largest poultry production plants in the U.S. Past Fries lecturers include David Oreck of Oreck Vacuums, South African apartheid author and lecturer Mark Mathabane, NASA director James W. Kennedy, Pulitzer Prize-winning author and historian Gordon S. Wood, Nobel Prize laureate William D. Phillips, Ph.D., bestselling author Susan Orlean, concussion expert Dr. Russell Gore, and PricewaterhouseCoopers Network chief operating officer Carol Sawdye. The lecture will take place virtually via Zoom on Feb. 8 at 7 p.m. The event is free and open to the public. If you are a journalist looking to know more about the Norman Fries Distinguished Lectureship or would like to interview Gloria Ladson-Billings  -- simply reach out to Georgia Southern Director of Communications Jennifer Wise at jwise@georgiasouthern.edu to set and time and date.

2 min. read