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Technology Summary This technology employs enhanced multilayer direct disassembly networks (MDDNs) derived from CAD assemblies to model and optimize product disassembly sequences. Using knowledge graphs converted from MDDNs, a generative adversarial network (GAN) framework with generative and discriminator components is trained to produce synthetic...

Published: 1/29/2026 | Inventor(s): Jeremy Rickli, Joao Paulo Jacomini Prioli

Keywords(s):

Category(s): Technology Category > Computer Software, Technology Category > Engineering, Technology Category > Physical Sciences, Technology Category > AI (Artificial Intelligence), Technology Category > Catalysts

Lesion Estimation with Geometric Object Measurement (LE-GEOM) (Case No. 2025-077)

Summary: UCLA researchers in the Department of Radiology have developed a novel, automated approach for tumor assessment by determining RANO-compliant tumor diameters from tumor segmentation data. Background: MRI tumor measurements are critical in both clinical trials and clinical practice. Traditionally, radiologists manually assessed tumors by...

Published: 1/29/2026 | Inventor(s): Benjamin Ellingson, Francesco Sanvito, Catalina Raymond

Keywords(s):

Category(s): Life Science Research Tools, Life Science Research Tools > Microscopy And Imaging, Medical Devices, Medical Devices > Medical Imaging, Software & Algorithms, Software & Algorithms > AI Algorithms, Software & Algorithms > Image Processing, Software & Algorithms > Bioinformatics

Poly(phenylene sulfide) Gels and Aerogels

THE CHALLENGE The key challenge in commercializing high-performance porous materials like poly(phenylene sulfide) aerogels lies in the complex, costly, and environmentally taxing manufacturing processes currently required. Traditional methods depend on toxic or high-boiling-point solvents and energy-intensive drying techniques such as supercritical...

Published: 1/29/2026 | Inventor(s): Robert Moore, Garrett Godshall, Christopher Williams, Daniel Rau

Keywords(s):

Category(s): Technology Classifications > Chemicals/Materials

Polyaryletherketone (paek) Gels and Aerogels

THE CHALLENGE Developing lightweight high-performance aerogels from advanced polymers like PEEK and PEKK presents a major business and manufacturing challenge due to the complex and costly processing these materials require. Their exceptional thermal and chemical stability make them ideal for demanding applications in aerospace energy and environmental...

Published: 1/29/2026 | Inventor(s): Robert Moore, Glenn Spiering, Michelle Pomatto

Keywords(s):

Category(s): Technology Classifications > Chemicals/Materials

Polyester Gels and Aerogels

THE CHALLENGE Polymer aerogels offer a unique combination of ultralow density, high porosity, and very low thermal conductivity, making them highly promising for industrial applications in energy storage, aerospace, filtration, and thermal insulation. Their lightweight and tunable mechanical properties give them an edge over traditional materials...

Published: 1/29/2026 | Inventor(s): Robert Moore, Garrett Godshall

Keywords(s):

Category(s): Technology Classifications > Chemicals/Materials, Technology Classifications > Additive Manufacturing

ScarNet: A Novel Foundation Model for Automated Myocardial Scar Quantification from Late Gadolinium-Enhancement Images

SHORT DESCRIPTION ScarNet is an AI-powered foundation model that automates myocardial scar detection from cardiac MRI images with high accuracy and rapid processing for clinical decision-making. INVENTORS Daniel Kim*, PhD Knight Family Professor of Cardiac Imaging & Professor of Radiology, Northwestern University Feinberg...

Published: 1/29/2026 | Inventor(s):

Keywords(s):

Category(s): Physical Sciences > Software & Services

Non-invasive Diagnostic for Meningiomas

Application A non-invasive molecular diagnostic tool that reliably predicts the tumor characteristics and risk of recurrence of meningiomas. Key Benefits Combines meningioma gene expression data, construction of a gene interaction network, and tumor histology data to diagnose and predict clinical outcomes. Complete analytical handling from specimen...

Published: 1/28/2026 | Inventor(s): Ali Alawieh, Youssef Ismail, Tomas Garzon-Muvdi

Keywords(s): Algorithm, AI, and Machine Learning, Biomarkers, Oncology Treatments, Personalized Medicine, Platform, Screening Assays

Category(s): TechPub Algolia > Diagnostics

Sulfonyl-triazole activators for cell-selective glycolysis enhancement in cancer and Parkinson’s disease

Background Cellular metabolism is a central regulator of immune cell function and neuronal survival, making it a promising therapeutic target in both cancer and neurodegenerative disease. In solid tumors, tumor-infiltrating lymphocytes (TILs) frequently succumb to metabolic exhaustion due to the nutrient-depleted and immunosuppressive microenvironment,...

Published: 1/27/2026 | Inventor(s): Ku-Lung Hsu, Xiaoding Jiang, Xiaolu Cambronne

Keywords(s):

Category(s): Life sciences > Therapeutics > Formulation, Life sciences > Therapeutics > Drug discovery

Microneedle array coating technology for enhanced stability and targeted delivery of mRNA and biologics

A microneedle-based system uses cryogenically pre-cooled needles coated via thin-film freeze-coating to preserve mRNA stability, enabling efficient, multi-therapeutic intradermal delivery of temperature-sensitive drugs. Background The field of advanced drug delivery systems has grown substantially as the biomedical industry grapples with the complexities...

Published: 1/27/2026 | Inventor(s): Zhengrong Cui, Michael Sandoval, Robert Williams, Drew Weissman, Qin Li

Keywords(s):

Category(s): Life sciences > Therapeutics > Drug discovery

A microneedle-based resonant sensor system for continuous, wireless monitoring of wound and physiological states

This technology uses gold-coated microneedles and wireless sensors to directly sample wound fluid, detecting infection and other changes in real time. Data is analyzed with machine learning and sent to clinicians for early, continuous wound monitoring. Background Wound monitoring is a critical aspect of healthcare, especially for patients recovering...

Published: 1/27/2026 | Inventor(s): James Clarke, Miles Massidda, Joseph Schmidt, Cristina Checka, Scott Alpard

Keywords(s):

Category(s): Life sciences > Medical technology > Medical devices

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