Enhanced Mask Sizing Tool Using Machine Learning and Augmented Reality

A novel mask sizing tool that leverages machine learning, augmented reality, and cloud-based processing to improve the accuracy and efficiency of patient interface size selection, enhancing the treatment of respiratory-related disorders.

The original patent, 'Mask sizing tool using a mobile application,' has limitations in terms of accuracy and efficiency. The new inventive concept addresses these limitations by integrating advanced technologies to provide a more precise and streamlined patient interface size selection process.

The enhanced mask sizing tool consists of a mobile application that captures facial feature measurements, which are then processed using machine learning algorithms to predict optimal patient interface sizes. The tool also utilizes augmented reality to superimpose virtual patient interfaces onto a user's facial features, allowing for real-time size adjustments and improved fit. Additionally, the system includes a cloud-based server to process measurements and generate recommended patient interface sizes, as well as a notification system to alert healthcare professionals of the recommended sizes.

The new inventive concept introduces the use of machine learning, augmented reality, and cloud-based processing to improve the accuracy and efficiency of patient interface size selection, which is not present in the original patent. These advancements provide a non-obvious solution to the limitations of the original patent.

Alternative embodiments of the inventive concept could include using different machine learning algorithms, incorporating additional data sources such as medical imaging or anthropometric data, or integrating the system with electronic health records. Variations could also include adapting the tool for use in different medical specialties or for selecting sizes for other medical devices.

The enhanced mask sizing tool has significant commercial potential in the respiratory care industry, particularly in the treatment of sleep apnea and other respiratory-related disorders. The market for respiratory care devices is growing rapidly, and the inventive concept's ability to improve patient outcomes and reduce healthcare costs makes it an attractive solution for healthcare providers and manufacturers.