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An automated treatment planning portfolio for whole breast radiotherapy.
Med Phys
December 2024
The University of Texas MD Anderson Cancer Center UTHealth Houston Graduate School of Biomedical Sciences, Houston, Texas, USA.
Background: Automation in radiotherapy presents a promising solution to the increasing cancer burden and workforce shortages. However, existing automated methods for breast radiotherapy lack a comprehensive, end-to-end solution that meets varying standards of care.
Purpose: This study aims to develop a complete portfolio of automated radiotherapy treatment planning for intact breasts, tailored to individual patient factors, clinical approaches, and available resources.
Exploring current trends in agricultural commodities forecasting methods through text mining: Developments in statistical and artificial intelligence methods.
Heliyon
December 2024
Industrial & Systems Engineering Graduate Program (PPGEPS), Federal University of Technology - Parana (UTFPR), Via Do Conhecimento, KM 01 - Fraron, Pato Branco, PR, 85503-390, Brazil.
Agriculture stands as one of the major economic pillars worldwide, with food production contributing significantly to income growth. However, agricultural activities also entail risks associated with uncontrollable factors along the supply chain. To address these challenges, mathematical models have been developed for forecasting crucial variables in managing agribusiness activities.
View Article and Find Full Text PDFImpact of input volume on red cell quality in deglycerolized RBCs using a modified ACP-215 protocol.
Transfusion
January 2025
Innovation and Portfolio Management, Canadian Blood Services, Edmonton, Alberta, Canada.
Background: The ACP 215 automated cell processor is used to glycerolize and deglycerolize red cell concentrates (RCCs). Its primary advantage over the COBE 2991, previously used to cryopreserve RCCs, is that it maintains a closed system enabling extended post-thaw expiry. However, it was observed that post-deglycerolization hematocrits (Hct) of units processed with the LN236 kit are markedly lower than those processed using the COBE 2991.
View Article and Find Full Text PDFBioassay protocol metadata annotation: Proposed standards adoption.
SLAS Discov
December 2024
Semantic Arts, Inc. Fort Collins, CO 80524, USA. Electronic address:
We present a standardized metadata template for assays used in pharmaceutical drug discovery research, according to the FAIR principles. We also describe the use of an automated tool for annotating assays from a variety of sources, including PubChem, commercial assay providers, and the peer-reviewed literature, to this metadata template. Adoption of a standardized metadata template will allow drug discovery scientists to better understand and compare the increasing amounts of assay data becoming available, and will facilitate the use of artificial intelligence tools and other computational methods for analysis and prediction.
View Article and Find Full Text PDFRobust optimization of the energy concept of an industrial process w.r.t. uncertain energy costs and environmental conditions.
J Environ Manage
November 2024
German Aerospace Center (DLR), Institute of Low-Carbon Industrial Processes, Universitätsstraße 22, Cottbus, 03046, Brandenburg, Germany.
In order to limit the global warming to 1.5 °C as decided by the Paris Agreement, the greenhouse gas emissions have to be dramatically reduced within the next couple of years. In order to realize this in industrial sectors with low to medium temperature requirements, such as food or pulp and paper industry, fossil fuels must be replaced by renewable energy sources to generate electricity, steam and process heat.
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