Proactive Bleeding Detection and Personalized Fluid Resuscitation Platform
Legal Citation
Summary of the Inventive Concept
A next-generation bleeding detection and fluid resuscitation platform that leverages AI, machine learning, and real-time analytics to prevent bleeding before it occurs, and provides personalized, precision-controlled fluid administration for optimal patient outcomes.
Background and Problem Solved
The original patent disclosed a method for rapid detection of bleeding before, during, and after fluid resuscitation. However, this approach has limitations, including reliance on retrospective analysis and lack of proactive bleeding prevention. The new inventive concept addresses these limitations by integrating advanced signal processing, machine learning, and real-time analytics to predict bleeding likelihood and trigger preventative measures.
Detailed Description of the Inventive Concept
The new inventive concept comprises a wearable sensor array, machine learning-based algorithm, and fluid administration module. The wearable sensor array continuously monitors a patient's physiological data, which is then analyzed by the machine learning-based algorithm to predict bleeding likelihood. The fluid administration module adjusts fluid infusion rates based on the predicted bleeding likelihood, ensuring personalized, precision-controlled fluid administration. Additionally, the platform incorporates advanced signal processing techniques, decentralized data storage, and federated learning frameworks to enable proactive bleeding prevention and real-time model updates.
Novelty and Inventive Step
The new claims introduce a paradigm shift in bleeding detection and fluid resuscitation by integrating AI, machine learning, and real-time analytics to prevent bleeding before it occurs. The inventive concept's proactive approach, leveraging advanced signal processing and machine learning, represents a significant departure from the original patent's retrospective analysis and reactive bleeding detection.
Alternative Embodiments and Variations
Alternative embodiments of the inventive concept could include a handheld sensor unit, a cloud-based analytics platform, or a decentralized, blockchain-based data storage system. Variations could include integrating the platform with existing medical devices, such as defibrillators or patient monitors, or developing specialized algorithms for specific patient populations, such as pediatric or geriatric patients.
Potential Commercial Applications and Market
The inventive concept has significant commercial potential in the medical device and healthcare industries, particularly in the areas of critical care, emergency medicine, and patient monitoring. The platform's ability to prevent bleeding and optimize fluid administration could reduce healthcare costs, improve patient outcomes, and enhance the overall quality of care.
Section 103 Obviousness Analysis (PHOSITA)
Field of Art
Medical monitoring technologies, specifically cardiovascular data analysis, bleeding detection, and fluid resuscitation systems with a focus on physiological sensor technologies and machine learning-based medical diagnostics
Person of Ordinary Skill (PHOSITA) Profile
A biomedical engineer or medical device researcher with expertise in sensor technologies, signal processing, machine learning algorithms, and medical data analytics, holding advanced degrees in bioengineering or medical informatics with 3-5 years of experience in developing medical monitoring systems
Obviousness Rationale
The PTD represents a predictable extension of the source patent's bleeding detection methodology by incorporating machine learning and AI-driven analytics to enhance the existing cardiovascular monitoring approach. A PHOSITA would recognize that applying advanced computational techniques to the foundational cardiovascular reserve index (CRI) monitoring system represents an incremental technological improvement using known techniques in medical data analysis. The integration of machine learning, real-time analytics, and automated fluid administration modules naturally follows from the source patent's core monitoring and bleeding detection principles.
Obvious Combinations & Variations
Original Patent Information
| Patent Number | US 11,857,293 |
|---|---|
| Title | Rapid detection of bleeding before, during, and after fluid resuscitation |