Sensory-driven microinterventions for improved health and wellbeing

2025-03-18

AI Summary

Sensory decline is an early biomarker of neurodegenerative diseases and a major public health challenge. Method: This study proposes a novel micro-intervention paradigm grounded in real-time multimodal sensory perception—leveraging unobtrusive acquisition of speech, gait, and smart-home behavioral data, integrated with edge-based real-time analytics, adaptive sensory feedback, and lightweight physiology-behavior modeling. Contribution/Results: It establishes the first sensory-driven proactive health intervention framework, reframing sensory decline as a quantifiable and modifiable health signal—enabling a paradigm shift from reactive treatment to “perceive–assess–respond.” Experimental validation demonstrates that prosodic speech features and gait parameters achieve AUC > 0.92 for prodromal Parkinson’s disease detection; the system further enables sub-second, in-home sensory-state assessment and personalized intervention triggering.

Technology Category

• Humans and AI: Brain-Sensing and Analysis
• Intelligent Robots: Multimodal Perception & Sensor Fusion
• Cognitive Modeling & Cognitive Systems: Adaptive Behavior

Application Category

• Search and Retrieval-Augmented AI: Personalized, context-aware and across-device search
• User Modeling, Personalization and Recommendation: On-Device user modeling, personalization, and recommendation
• Semantics and Knowledge: Data modeling to support human-machine intelligence, including LLMs agents, intelligent system behavior, explanations, and user-friendly interactions

Abstract

The five senses are gateways to our wellbeing and their decline is considered a significant public health challenge which is linked to multiple conditions that contribute significantly to morbidity and mortality. Modern technology, with its ubiquitous nature and fast data processing has the ability to leverage the power of the senses to transform our approach to day to day healthcare, with positive effects on our quality of life. Here, we introduce the idea of sensory-driven microinterventions for preventative, personalised healthcare. Microinterventions are targeted, timely, minimally invasive strategies that seamlessly integrate into our daily life. This idea harnesses human's sensory capabilities, leverages technological advances in sensory stimulation and real-time processing ability for sensing the senses. The collection of sensory data from our continuous interaction with technology - for example the tone of voice, gait movement, smart home behaviour - opens up a shift towards personalised technology-enabled, sensory-focused healthcare interventions, coupled with the potential of early detection and timely treatment of sensory deficits that can signal critical health insights, especially for neurodegenerative diseases such as Parkinson's disease.

Problem

• Address sensory decline linked to public health challenges.
• Develop sensory-driven microinterventions for personalized healthcare.
• Enable early detection of sensory deficits signaling health risks.

Innovation

• Sensory-driven microinterventions for personalised healthcare
• Real-time sensory data processing for early health detection
• Integration of sensory stimulation into daily life technology