Risk factors for type 2 diabetes included blood pressure, body mass index, cholesterol and blood glucose levels. The researchers applied a machine-learning technique known as a Hidden Markov Model to analyze a large dataset of electronic medical records, which contained key information about patients’ health over time. In a recent study published in the Nature Research journal Scientific Reports, professor Guergachi and his co-researchers found that their new method was more accurate at predicting diabetes up to eight years in advance than the widely used Framingham Diabetes Risk Scoring Model (FDRSM). “When you look at the data, you do see that type 2 diabetes is a lot more predictable than other diseases or health problems.” “We’d like to change the current system by using predictive analytics,” he said. And while methods do exist for predicting diabetes, his Research Lab for Advanced System Modelling is finding ways to improve them. With health-care systems worldwide under strain from dealing with people who are already sick, professor Guergachi says there are fewer resources available for disease prevention. “We think that the only viable solution to fixing this health-care system is prevention.” “How can we stay healthy without it necessarily costing too much?” he said. By spotting the warning signs earlier, people can be encouraged to make lifestyle changes that avert the onset of the disease. ![]() To do this, he and his fellow researchers have created machine-learning models that analyze medical records and identify the individuals who are most at risk.Īccording to professor Guergachi, such innovations are urgently needed to stop people from developing preventable diseases like type 2 diabetes in the first place. ![]() ![]() Professor Aziz Guergachi of the Ted Rogers School of Information Technology Management is researching new methods to help doctors predict the likelihood of patients developing type 2 diabetes. As with other chronic diseases, the condition is among the leading causes of deaths globally and places significant burdens on those suffering, their caregivers and health-care budgets. In recent decades, the number of people with type 2 diabetes has risen dramatically around the world, leading the World Health Organization to classify it as an epidemic.
0 Comments
Leave a Reply. |
Details
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |