All posts tagged: machine learning medicine

AI identifies people with sharply elevated risk of skin cancer within 5 years

AI identifies people with sharply elevated risk of skin cancer within 5 years

A skin cancer diagnosis can seem to arrive out of nowhere. But buried in years of health records, prescription histories, and demographic data, researchers say there may be clues that help flag people at especially high risk before melanoma appears. That is the idea behind a large Swedish study that tested whether artificial intelligence could sort through routine healthcare registry data and identify adults more likely to develop melanoma within five years. The work drew on records from more than 6 million people, making it one of the broadest efforts yet to use national population data for melanoma risk prediction. During the five-year study window, 38,582 of the 6,036,186 adults in the dataset developed melanoma, including melanoma in situ. That amounts to about 0.64% of the population studied. “Our study shows that data which is already available within healthcare systems can be used to identify individuals at higher risk of melanoma,” said Martin Gillstedt, a doctoral student at the University of Gothenburg’s Sahlgrenska Academy and a statistician at Sahlgrenska University Hospital’s Department of Dermatology and …

AI is transforming pediatric surgery, but with strong ethical concerns

AI is transforming pediatric surgery, but with strong ethical concerns

Before a child goes into an operating room, a large screen displays a risk score. This score predicts potential complications, provides an estimated time for recovery, and recommends the course of action. While the numbers appear to be accurate, the process that goes into creating them is harder to see. Artificial intelligence (AI) is rapidly emerging in the field of paediatric surgery by offering greater accuracy in diagnosis, enhanced planning capabilities for surgery, and reduced amounts of paperwork for the clinician. However, the same technologies that have enabled doctors to streamline care have also introduced a new source of uncertainty for parents and caregivers when making decisions about children who are unable to speak for themselves. How AI Intersects With The OR The advantages of AI in the operating room (OR) are obvious. For example, machine learning programs have been developed that allow for the identification of surgical risks and complications. Other machine learning systems can interpret imaging studies and predict the likelihood of complications occurring after a complex surgical procedure. There are also applications …