US20250118432
2025-04-10
Physics
G16H50/20
The well-being platform leverages machine learning to enhance individual and group wellness by analyzing user-generated narratives. The system employs algorithms to transform these narratives into semi-structured data, which is then processed by two machine learning models. The first model, unsupervised, classifies user sentiments, intents, habits, and motivations. The second model, supervised, suggests actionable recommendations for improving well-being based on the extracted data.
Understanding individual well-being involves examining various factors such as stress, diet, and physical activity. Current systems struggle to efficiently identify these factors due to their changing nature over time. This often results in individuals repeatedly explaining their issues without receiving effective solutions. The proposed platform aims to address these inefficiencies by providing tailored insights and recommendations that evolve with the user's needs.
The platform operates by receiving media inputs like audio or video narratives from users. Algorithms convert these narratives into user context data, which includes metrics such as personality and emotional well-being. Machine learning models then analyze this data to classify user characteristics and suggest next steps. Additional features include generating summaries of narratives and incorporating sensor data from wearables to further refine insights.
Beyond individual users, the platform can assess the well-being of groups or populations affected by common factors like organizational environments or geographic locations. By identifying shared influences on well-being, the system can provide community-level recommendations. This adaptability allows it to cater to diverse scenarios such as natural disasters or conflicts.
The platform offers several enhancements like providing wellness curricula based on user insights and calculating a well-being index score. It supports user engagement through tokens redeemable for items in a marketplace, including NFTs. Furthermore, a healthcare provider portal is available for professionals to access user insights, facilitating better support and intervention.