AI-Driven Decentralized Disease Surveillance and Diagnostic Platform

Publication ID: 24-11857169_0010_PTD
Published: November 07, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Driven Decentralized Disease Surveillance and Diagnostic Platform,” Published Technical Disclosure No. 24-11857169_0010_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857169_0010_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. 11,857,169.

Summary of the Inventive Concept

A decentralized, AI-powered disease surveillance and diagnostic platform leveraging collapsible fluid collection devices with integrated microfluidic chips and wireless communication capabilities for real-time sample analysis and remote monitoring.

Background and Problem Solved

The original patent addressed the need for early diagnosis in medical diagnostic tests, particularly in communicable diseases. However, it did not provide a comprehensive solution for decentralized disease surveillance and remote monitoring. The new inventive concept solves this problem by integrating AI-driven analytics, microfluidic chips, and wireless communication capabilities into a decentralized platform, enabling real-time disease monitoring and predictive modeling.

Detailed Description of the Inventive Concept

The AI-driven decentralized disease surveillance and diagnostic platform consists of a network of collapsible fluid collection devices, each equipped with a microfluidic chip for real-time sample analysis and wireless communication capabilities for transmitting results to a centralized database. The platform utilizes machine learning algorithms to analyze data from the devices, identify trends and patterns, and generate predictive models for disease outbreaks. Additionally, the platform includes an AI-powered diagnostic engine for interpreting results and providing personalized treatment recommendations. The system enables remote, telemedicine-based disease diagnosis and continuous bodily fluid monitoring through wearable, implantable, or injectable devices.

Novelty and Inventive Step

The new inventive concept introduces the integration of AI-driven analytics, microfluidic chips, and wireless communication capabilities into a decentralized disease surveillance and diagnostic platform, which is not present in the original patent. The inventive step lies in the combination of these components to enable real-time disease monitoring, predictive modeling, and personalized treatment recommendations.

Alternative Embodiments and Variations

Alternative embodiments of the platform could include the use of different types of microfluidic chips, various wireless communication protocols, or integration with existing electronic health record systems. Variations could also include the development of specialized devices for specific diseases or applications, such as infectious disease monitoring or cancer diagnosis.

Potential Commercial Applications and Market

The AI-driven decentralized disease surveillance and diagnostic platform has significant commercial potential in the healthcare industry, particularly in the fields of infectious disease monitoring, personalized medicine, and remote patient monitoring. The platform could be marketed to healthcare providers, research institutions, and government agencies, with potential applications in disease outbreak response, clinical trials, and public health surveillance.

CPC Classifications

SectionClassGroup
A A61 A61B10/007
A A61 A61B5/150755
A A61 A61B10/0051
A A61 A61B5/150343

Field of Art

Medical diagnostics, point-of-care testing, microfluidic sample collection systems, with expertise in biomedical engineering, microfluidics, and diagnostic device design

Person of Ordinary Skill (PHOSITA) Profile

A biomedical engineer or medical device designer with advanced degree, experience in microfluidic systems, familiarity with point-of-care diagnostic technologies, and knowledge of wireless communication and data transmission protocols

Obviousness Rationale

A PHOSITA would recognize that integrating wireless communication, microfluidic analysis, and AI-driven diagnostics into a collapsible fluid collection system represents a predictable technological extension of the source patent's core design. The fundamental structure of a collapsible diagnostic container provides a natural platform for adding advanced sensing and communication technologies. These enhancements represent incremental improvements using known techniques in medical diagnostic systems.

Obvious Combinations & Variations

Source Patent Element
Collapsible container with nonabsorbent material configured to change volume
PTD Variation
Adding microfluidic chip integrated within the collapsible container for real-time sample analysis
Obviousness Reasoning
Integrating microfluidic analysis into existing diagnostic containers is a known technique for enhancing point-of-care testing capabilities, representing a predictable technological improvement
Source Patent Element
Fluid collection system with body for retaining fluid
PTD Variation
Incorporating wireless communication module to transmit diagnostic data remotely
Obviousness Reasoning
Adding wireless data transmission to medical diagnostic devices is a standard design choice for enabling telemedicine and remote monitoring, with well-established technological precedents
Source Patent Element
Sample collection container with viewing window and fill indicator
PTD Variation
Implementing AI-powered diagnostic engine for result interpretation and personalized recommendations
Obviousness Reasoning
Applying machine learning algorithms to diagnostic data represents a natural progression in medical technology, utilizing known computational techniques to enhance diagnostic capabilities
Source Patent Element
Fluid collection system designed for medical diagnostics
PTD Variation
Creating wearable, implantable, or injectable continuous monitoring devices
Obviousness Reasoning
Miniaturization and continuous monitoring are predictable technological extensions in medical diagnostic systems, representing a finite set of design solutions for improved patient monitoring
Source Patent Element
Container configured for body fluid collection
PTD Variation
Developing decentralized network of interconnected diagnostic devices for disease surveillance
Obviousness Reasoning
Creating networked diagnostic systems is an obvious technological progression, leveraging existing communication and data analysis technologies to enhance epidemiological monitoring
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857169 and the technological context of point-of-care diagnostics, the present published technical disclosure demonstrates that the integration of wireless communication, microfluidic analysis, and AI-driven diagnostic capabilities into collapsible fluid collection systems would be obvious to a person having ordinary skill in the art, thereby establishing prior art that anticipates and renders obvious similar technological variations in medical diagnostic device design.

Original Patent Information

Patent NumberUS 11,857,169
TitleCollapsible fluid collection system for point-of-care diagnostics
Assignee(s)George Mason Research Foundation, Inc.