3 results about "Inflammatory Bowel Diseases" patented technology

1. The name of the design product: inflammatory bowel disease image analysis instrument shell. 2. The use of the design product: for analyzing inflammatory bowel disease. 3. The design points of the design product: in shape. 4. The picture or photo that best indicates the design points: perspective view.

The invention provides a multi-constraint adaptive multi-modal fusion inflammatory bowel disease risk prediction method, which is applied to the crossing field of medical data processing and machine learning and is suitable for early diagnosis and clinical risk stratification of inflammatory bowel diseases. According to the method, multi-modal omics data related to the inflammatory bowel disease is collected, and a three-level bioinformatics filtering strategy is adopted for preprocessing; each piece of preprocessed modal data is coded, and modal orthogonal constraint is applied to retain modal specificity; dual-stage dynamic fusion is realized through a hierarchical attention mechanism, and modal weights are adaptively distributed; supervised comparative learning and maximum mean value difference loss are introduced, and feature discrimination and distribution consistency are enhanced; and finally, outputting an inflammatory bowel disease risk prediction result based on the fusion features. According to the method, high-dimensional redundant features are effectively compressed, the overfitting risk is reduced, modal specificity and complementarity are considered, the model generalization ability and subtype discrimination precision are improved, and reliable technical support is provided for early diagnosis of the inflammatory bowel disease.

A device and method for minimizing asthma and / or Crohn's or IBD. The device comprises a user-wearable device comprising: a micro-electro-mechanical systems (MEMS) microphone system; a bioelectrical impedance analysis system; a breath humidity and breath temperature sensor system; an interstitial fluid monitoring system; at least one processor; a power system that powers the at least one processor, the at least one electronic communications system, and the systems of the user-wearable device; and wherein the electronic communication system may receive data from at least one other electronic system that carries instructions for a treatment plan that is refined over time via machine learning.