Introduces learning, potential, and retention metrics to disentangle model adaptation effects from dataset changes in adaptive AI medical devices, demonstrated on simulated population shifts.
Thestability-plasticitydilemma: Investigating the continuum from catastrophic forgetting to age- limitedlearningeffects.FrontiersinPsychology,4:504
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Learning, Potential, and Retention: An Approach for Evaluating Adaptive AI-Enabled Medical Devices
Introduces learning, potential, and retention metrics to disentangle model adaptation effects from dataset changes in adaptive AI medical devices, demonstrated on simulated population shifts.