AI-driven system and methods for integrated patent valuation, marketability assessment, and prior-art intelligence
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Updates every hour. Last Updated: 21-Oct-2026 05:15 ET (21-Oct-2026 09:15 GMT/UTC)
This AI-Driven System for Integrated Patent Valuation, Marketability Assessment, and Prior-Art Intelligence uses artificial intelligence, semantic analysis, and market intelligence to help inventors and intellectual property professionals evaluate patent originality, commercial potential, and competitive positioning. The platform transforms patent records into searchable vector embeddings, enabling advanced prior-art discovery and similarity analysis, while a Product-Market Fit (PMF) scoring engine assesses potential market value and relevance. By combining technical patent evaluation with market insights in a single workflow, the system simplifies complex decision-making and supports patent filing, licensing, portfolio management, and commercialization strategies. The patent-pending technology is at TRL 3 and available for licensing.
A bane for hospitals, sepsis kills at least 1 in 5 who develop it.
As the 2026 El Niño intensifies across the Amazon, new research highlights the urgent need to better protect the region’s remaining forests from disturbances.
While measures to avoid deforestation or restore cleared land dominate many conservation strategies, approaches to protect existing forests from disturbances, including selective logging and wildfires, can often provide the biggest “bang for your buck”, a new study, published today in Science shows.
The findings are from an international team of researchers from the UK, Brazil, Sweden and Australia, led by scientists at Lancaster University. The group undertook the first systematic comparison study of its kind by contrasting different ways to either protect existing forests or restore them on agricultural land.
Despite research supporting increased dosages as needed for buprenorphine, buprenorphine treatment during pregnancy is inconsistent and patients often receive inadequate dosages. Researchers at Boston University School of Public Health and Vanderbilt University School of Medicine are addressing this public health issue with a $3.7 million grant from the National Institute on Drug Abuse. Dr. Jake Morgan, research assistant professor of health law, policy & management at BUSPH, and Dr. Ashley Leech, assistant professor of health policy at Vanderbilt, have received the five-year award to evaluate the health and economic consequences of suboptimal buprenorphine dosing in pregnancy.