Modular Wearable Medical Device System with Advanced Analytics and Machine Learning Capabilities

Publication ID: 24-11857329_0005_PTD
Published: November 07, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Modular Wearable Medical Device System with Advanced Analytics and Machine Learning Capabilities,” Published Technical Disclosure No. 24-11857329_0005_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857329_0005_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,857,329.

Summary of the Inventive Concept

A next-generation wearable medical device system that integrates advanced machine learning algorithms, modular garments with removable ECG sensing modules, and real-time feedback to provide personalized health and wellness recommendations to patients.

Background and Problem Solved

The original patent for a modular garment for a wearable medical device addressed the need for wearable monitoring and treatment devices. However, it had limitations in terms of customization, adaptability, and advanced analytics capabilities. The new inventive concept solves these problems by introducing modular garments with removable ECG sensing modules, advanced machine learning algorithms, and real-time feedback to provide personalized health and wellness recommendations.

Detailed Description of the Inventive Concept

The new inventive concept consists of a modular garment with a removable, washable, and reusable ECG sensing module, and a controller unit with advanced machine learning capabilities. The modular garment is designed to accommodate a variety of different ECG sensing modules, allowing for customization and adaptability to different patient needs. The controller unit integrates machine learning algorithms to analyze ECG data and provide personalized recommendations for improving cardiac health. The system also enables wireless firmware updates and real-time feedback to patients. Additionally, the modular wearable medical device can be designed for comfort and wearability during high-intensity activities, and can be integrated with a patient's daily activities.

Novelty and Inventive Step

The new inventive concept's novelty lies in the integration of modular garments with removable ECG sensing modules, advanced machine learning algorithms, and real-time feedback to provide personalized health and wellness recommendations. The inventive step is the introduction of a modular system that allows for customization, adaptability, and advanced analytics capabilities, which is not present in the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include modular garments with different types of physiological sensors, such as blood glucose or blood pressure sensors. The system could also be designed for use in different medical applications, such as monitoring and treatment of chronic diseases. Additionally, the machine learning algorithms could be trained on different datasets to provide personalized recommendations for different patient populations.

Potential Commercial Applications and Market

The inventive concept has significant commercial potential in the wearable medical device market, which is expected to grow significantly in the next few years. The system's ability to provide personalized health and wellness recommendations, combined with its modular design and advanced analytics capabilities, makes it an attractive solution for patients and healthcare providers. The target industries for this technology include healthcare, wellness, and fitness.

Original Patent Information

Patent NumberUS 11,857,329
TitleModular garment for a wearable medical device
Assignee(s)ZOLL Medical Corporation