Applications Embeds experimental metadata directly into mass spectrometry (MS) spectral files for unified data handling Streamlines machine learning (ML) workflows by preserving metadata with spectral data Enables reproducible, version-controlled MS analyses across collaborative environments Fully compatible with standard mzML formats and existing MS software … [Read more...] about 2025-107/2025-121 – SpectraCodec: A Hilbert curve-based method for encoding metadata in mass spectra for machine learning applications
Computing Sciences
Multiplex Noise Engineering and Qubit Control to Address Two-Level System Defects 2025-068
Applications: Superconducting and solid state qubit devices Quantum computing research companies Superconducting quantum processors Advantages/Benefits: Low cost and essentially no overhead for control wiring Standard fabrication Simple to integrate into existing superconducting qubit architectures Better performance compared to alternative TLS … [Read more...] about Multiplex Noise Engineering and Qubit Control to Address Two-Level System Defects 2025-068
2025-013 AI-Powered Cellular Morphometric Biomarkers for Classification of Prostate Cancer for Neoadjuvant Androgen Deprivation Therapy (NADT)
Applications Predicts patient response to NADT in prostate cancer treatment. Identifies patients likely to benefit from mTOR inhibitors. Enables personalized treatment strategies for improved outcomes. Advantages/Benefits Faster and cheaper biomarker identification process than traditional methods High predictive accuracy for treatment outcomes and … [Read more...] about 2025-013 AI-Powered Cellular Morphometric Biomarkers for Classification of Prostate Cancer for Neoadjuvant Androgen Deprivation Therapy (NADT)
2024-126 AI-empowered Cellular Morphometric Biomarkers in Kidney Cancer patients to predict treatment response and prognosis
Applications Classifies clear cell renal cell carcinoma (ccRCC) patients to predict treatment response and prognosis. Personalized therapy selection, including immunotherapy and mTOR inhibitors. Advantages/Benefits Faster and cheaper biomarker identification process than traditional methods High predictive accuracy for treatment outcomes and prognosis … [Read more...] about 2024-126 AI-empowered Cellular Morphometric Biomarkers in Kidney Cancer patients to predict treatment response and prognosis
Cybersecurity
Cybersecurity Technologies Identifying Computational Operations Based on Power Measurements (2016-053 / 2017-112) This innovation enables non-invasive monitoring and “fingerprinting” of computing systems, including supercomputers and data centers, by analyzing high-resolution power consumption data. It uses highly sensitive measurement devices to infer computational … [Read more...] about Cybersecurity