A novel machine learning framework for predicting and preventing neck pain in mobile device users through ergonomic optimization

Key Points

• Neck pain can be effectively predicted and prevented using a novel machine learning framework,
• With risk factors identified, a 25% reduction in neck pain risk is observed among users.
• The approach utilizes predictive modeling to enhance ergonomic optimization during device use.
• Findings highlight the importance of ergonomics in reducing neck pain risk among mobile device users.