Adaptive Mental Health Evaluation Systems for Specialized Environments

Publication ID: 24-11857322_0009_PTD
Published: November 07, 2025
Category:Specialized Variations & Niche Solutions

Legal Citation

pr1or.art Inc., “Adaptive Mental Health Evaluation Systems for Specialized Environments,” Published Technical Disclosure No. 24-11857322_0009_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857322_0009_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. 11,857,322.

Summary of the Inventive Concept

The inventive concept adapts the original system and methods for screening, diagnosing, and stratifying patients to address the unique challenges of high-security, disaster relief, extreme weather, high-altitude, and resource-constrained environments.

Background and Problem Solved

The original patent disclosed systems and methods for evaluating patients with neuropsychiatric diseases. However, these systems were not designed to operate effectively in specialized environments with unique constraints, such as high-security correctional facilities, disaster relief zones, extreme weather conditions, high-altitude environments, or resource-constrained emergency response situations. The new inventive concept addresses these limitations by providing adaptive solutions tailored to these specific contexts.

Detailed Description of the Inventive Concept

The new inventive concept comprises a range of specialized systems and methods for mental health evaluation, diagnosis, and stratification in unique operational environments. For example, the system for remote mental health evaluation in high-security correctional facilities utilizes a secure communication network and a control system configured to evaluate patients in real-time. The method for stratifying patients in disaster relief zones involves collecting patient data using a portable device and transmitting the data to a remote server for analysis. The system for diagnosing mental health conditions in extreme weather environments features a ruggedized processing unit and a specialized software module for adapting to environmental stressors. The system for mental health evaluation in high-altitude environments includes a control system configured to adjust for altitude-related cognitive impairment. The method for recommending treatments in resource-constrained emergency response situations employs a simplified Bayesian Decision List and a prioritized treatment protocol. These adaptive solutions ensure accurate and effective mental health evaluation, diagnosis, and stratification in diverse and challenging environments.

Novelty and Inventive Step

The new inventive concept introduces novel adaptations to the original system and methods, including secure communication networks, portable data collection devices, ruggedized processing units, specialized software modules, and simplified Bayesian Decision Lists. These adaptations enable the inventive concept to operate effectively in specialized environments, providing a non-obvious solution to the limitations of the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include systems and methods for mental health evaluation in other specialized environments, such as space exploration, military operations, or remote wilderness areas. Variations could also involve integrating the inventive concept with existing emergency response systems, telemedicine platforms, or electronic health records.

Potential Commercial Applications and Market

The inventive concept has significant commercial potential in various industries, including healthcare, emergency response, corrections, disaster relief, and aerospace. The adaptive systems and methods could be marketed as specialized solutions for high-security, disaster relief, extreme weather, high-altitude, and resource-constrained environments, addressing a significant unmet need in these markets.

Field of Art

Mental health diagnostics, computational psychiatry, machine learning-based patient screening systems with a focus on neuropsychiatric condition assessment and stratification

Person of Ordinary Skill (PHOSITA) Profile

A professional with expertise in computational neuroscience, machine learning, clinical psychology, and software engineering, typically holding a PhD or advanced master's degree with 3-5 years of experience in developing diagnostic algorithms and patient evaluation systems

Obviousness Rationale

A PHOSITA would recognize that the source patent's fundamental machine learning-based mental health screening system provides a clear technological framework that can be readily adapted to specialized environmental contexts. The PTD's variations represent predictable extensions of the original patent's core diagnostic methodology by applying known computational techniques to context-specific screening challenges. The fundamental algorithmic approach remains consistent, with modifications primarily addressing environmental constraints rather than introducing fundamentally novel diagnostic principles.

Obvious Combinations & Variations

Source Patent Element
Bayesian Decision List for processing input features related to mental health conditions
PTD Variation
Simplified Bayesian Decision List adapted for resource-constrained emergency response environments
Obviousness Reasoning
A PHOSITA would recognize that reducing computational complexity for limited-resource scenarios is a standard engineering design choice that maintains core diagnostic logic
Source Patent Element
Control system configured to determine mental health conditions
PTD Variation
Control system configured to adjust for altitude-related cognitive impairment
Obviousness Reasoning
Modifying diagnostic algorithms to account for environmental variables is a predictable adaptation within computational psychiatry, representing a known technique for maintaining diagnostic accuracy
Source Patent Element
Machine executable code for patient evaluation system
PTD Variation
Specialized software modules for adapting to environmental stressors in extreme weather conditions
Obviousness Reasoning
Developing context-specific software modules that extend base diagnostic algorithms is an obvious engineering approach for maintaining system functionality across diverse operational environments
Source Patent Element
System for processing input features including cognitive task outcome measures
PTD Variation
Portable data collection devices for patient data transmission in disaster relief zones
Obviousness Reasoning
Implementing portable data collection methods represents a predictable technological evolution for expanding diagnostic system accessibility and operational flexibility
Source Patent Element
Mental health condition evaluation system
PTD Variation
Secure communication network for mental health evaluation in high-security correctional facilities
Obviousness Reasoning
Integrating secure communication protocols into existing diagnostic systems is a standard engineering approach for addressing domain-specific security requirements
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857322, the present publication demonstrates that the claimed variations in mental health diagnostic systems represent obvious extensions of existing computational psychiatric screening methodologies, rendering obvious any patent claims directed to context-specific adaptations of machine learning-based patient evaluation techniques.

Original Patent Information

Patent NumberUS 11,857,322
TitleSystems and methods for screening, diagnosing, and stratifying patients
Assignee(s)Neumora Therapeutics, Inc.