This invention describes a system that helps people manage their blood sugar without needing to count carbohydrates. It works by taking information about a meal and using artificial intelligence to figure out how much glucose will enter the bloodstream. Based on this prediction, it then recommends the precise amount of insulin needed to keep blood sugar levels stable, specifically using genetic programming to optimize for time spent in a healthy glucose range.
Why it matters: Since 2021, the broader field of AI, including techniques like genetic programming, has benefited from increased computational power and more accessible development frameworks. This makes building and refining complex predictive models for personalized health, especially those requiring optimization across many variables like glucose levels, more achievable.
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