Virtual Healthcare Simulation and Optimization System

Publication ID: 24-11857866_0002_PTD
Published: October 28, 2025
Category:New Applications & Use Cases

Legal Citation

pr1or.art Inc., “Virtual Healthcare Simulation and Optimization System,” Published Technical Disclosure No. 24-11857866_0002_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857866_0002_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. 11,857,866.

Summary of the Inventive Concept

A system and method for applying virtual occurrence technology to the healthcare industry, enabling optimized resource allocation, personalized medical training, and improved patient outcomes through virtual simulation and prediction.

Background and Problem Solved

The original patent disclosed a system for training and applying virtual occurrences with modifiable outcomes to a virtual character using telematics data. However, this technology has limitations in its application to other industries. The healthcare industry, in particular, faces significant challenges in resource allocation, medical training, and patient outcome prediction. The inventive concept addresses these challenges by adapting the virtual occurrence technology to the healthcare domain, providing a novel solution for optimizing hospital resource allocation, personalized medical training, and predicting patient outcomes.

Detailed Description of the Inventive Concept

The inventive concept comprises a virtual occurrence generating module, a resource allocation module, an outcome predicting module, and a simulation module. The virtual occurrence generating module uses historical patient data, medical history, or real-world medical data to generate virtual patient scenarios or medical scenarios. The resource allocation module allocates hospital resources based on predicted outcomes of the virtual patient scenarios. The outcome predicting module predicts patient outcomes based on the virtual patient scenarios. The simulation module simulates medical procedures based on the virtual medical scenarios, providing personalized feedback to medical professionals. The system enables optimized hospital resource allocation, improved patient outcomes, and enhanced medical training through virtual simulation and prediction.

Novelty and Inventive Step

The inventive concept is novel in its application of virtual occurrence technology to the healthcare industry, providing a new and non-obvious solution for optimizing hospital resource allocation, personalized medical training, and predicting patient outcomes. The inventive step lies in the adaptation of the virtual occurrence technology to the healthcare domain, enabling the creation of virtual patient scenarios, resource allocation, and outcome prediction.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include using machine learning algorithms to improve the accuracy of virtual patient scenarios, integrating electronic health records (EHRs) to enhance data accuracy, or developing specialized modules for specific medical specialties. Variations could include applying the technology to other industries, such as education or finance, or using different data sources, such as IoT devices or social media.

Potential Commercial Applications and Market

The inventive concept has significant commercial potential in the healthcare industry, with potential applications in hospital resource allocation, medical training, and patient outcome prediction. The target market includes healthcare providers, medical research institutions, and pharmaceutical companies. The system could be marketed as a software-as-a-service (SaaS) solution, with potential for subscription-based revenue models.

CPC Classifications

SectionClassGroup
A A63 A63F13/69
A A63 A63F13/216
A A63 A63F13/42
A A63 A63F13/428
A A63 A63F13/65
A A63 A63F13/67
A A63 A63F13/798
A A63 A63F13/803
A A63 A63F13/825
A A63 A63F2300/205
A A63 A63F2300/69
A A63 A63F2300/8017

Field of Art

Virtual simulation and scenario generation technologies, specifically focusing on interactive systems that model complex scenarios with predictable outcomes across different domains such as gaming, training, and professional simulation

Person of Ordinary Skill (PHOSITA) Profile

A skilled professional with expertise in software engineering, machine learning, and interactive simulation technologies, capable of translating simulation techniques across different technical domains with knowledge of data-driven scenario generation

Obviousness Rationale

A person of ordinary skill would recognize the fundamental similarity between virtual occurrence generation in vehicle simulation and healthcare scenario modeling, understanding that the core technical approach of generating probabilistic scenarios based on historical data is transferable across domains. The source patent's framework of creating virtual scenarios with modifiable outcomes provides a direct technical foundation for applying similar methodological approaches to healthcare simulation. The PTD essentially represents a domain translation of an established virtual scenario generation technique, which would be considered a predictable variation by a skilled practitioner.

Obvious Combinations & Variations

Source Patent Element
Generating virtual occurrences based on telematics data with modifiable outcomes and skill-based performance metrics
PTD Variation
Generating virtual medical scenarios based on patient historical data with outcome prediction and performance evaluation
Obviousness Reasoning
Directly analogous scenario generation technique applied to a different domain, representing a known method of extending simulation technologies across fields with predictable results
Source Patent Element
Virtual character skills including steering, braking, speeding, and focus skills
PTD Variation
Medical professional skills including diagnostic accuracy, procedure execution, patient communication, and resource management
Obviousness Reasoning
Translating skill-based performance metrics from one simulation domain to another, representing a standard approach to modeling complex interactive scenarios
Source Patent Element
Generating occurrences with probabilistic obstacle difficulties and success likelihood
PTD Variation
Creating medical scenarios with varying complexity and predicting patient outcome probabilities
Obviousness Reasoning
Applying established probabilistic modeling techniques from one simulation framework to another, representing a predictable technical extension
Source Patent Element
Using real-world trip data to generate virtual vehicle scenarios
PTD Variation
Using historical patient data and medical records to generate virtual medical scenarios
Obviousness Reasoning
Directly translating data-driven scenario generation methodology across domains, representing a known technique for expanding simulation technologies
Source Patent Element
Character profile updates based on performance in virtual occurrences
PTD Variation
Medical professional training profile updates based on performance in virtual medical scenarios
Obviousness Reasoning
Extending adaptive learning and performance tracking mechanisms from gaming to professional training, representing a predictable technological progression
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857866 and the disclosed variations, a person of ordinary skill in the art would find the application of virtual occurrence generation techniques to healthcare simulation an obvious extension of existing simulation technologies, rendering potential claims in this domain anticipated and non-patentable as a matter of routine technological translation.

Original Patent Information

Patent NumberUS 11,857,866
TitleSystems and methods for training and applying virtual occurrences with modifiable outcomes to a virtual character using telematics data of one or more real trips
Assignee(s)BLUEOWL, LLC