Ai Wearable Classification
🤖📱 AI-enabled consumer wearables promise automated training decisions
But the market is largely unregulated and concepts are mixed.
👉 We propose a clear, science-based classification system
Inspired by autonomous driving levels, we define 5 levels describing how wearables move
from raw data ➝ insights ➝ judgments ➝ automated decisions.
🔍 Why this matters
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🧭 Clear terminology for researchers, practitioners, regulators
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🛡️ Basis for safety, validity, and evidence standards
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🏃 Helps users choose wearables that actually support individualized exercise
⚠️ Key message
Full automation without human oversight is neither realistic nor desirable.
Evidence, transparency, and responsibility must come first.
📄 Open access in Frontiers in Sports and Active Living
👉 Classification system for AI-enabled consumer-grade wearable technologies
fspor-6-1500563
#WearableTechnology #ArtificialIntelligence #ExerciseScience #DigitalHealth #SportsScience #EvidenceBased #mHealth




