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Several days later, most of the volunteers returned to the lab and repeated the cycling, walking and electrodes routines. The researchers then fed all of the muscular-activation readouts into a machine-learning software program, which is a type of artificial intelligence. It turned out to be quite adept, accurately recognizing anonymous movement patterns more than 99 percent of the time when using readouts from all eight muscles.

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The individual patterns remained recognizable even from one day to the next. The findings are important, Dr. So, quantifying the unique ways in which people walk, pedal or hold a glass could enable scientists to improve and refine robotics, prosthetics, physical therapy and personalized exercise programs.

At a more intimate level, understanding movement signatures conceivably could improve sports training, Dr. Hug says, if it turns out that world-class athletes activate their muscles in ways that can be emulated by those of us who are less swift and graceful.

Movement signatures also might serve as coal-mine canaries for disease or injury risk, he says. He and his colleagues already are studying the relationships between certain muscle-activation patterns and Achilles' tendon problems. But this research is in its infancy.

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Hug cautions. Scientists do not yet know how permanent movement signatures are; if and how they alter with age, weight change or lifestyle; or if it ever will be feasible and affordable for most of us to learn our particular movement signature. But Dr.

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