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Inverse design of promising electrocatalysts for CO reduction via generative models and bird swarm algorithm.
Nat Commun
January 2025
Key Laboratory of Quantum Materials and Devices of Ministry of Education, School of Physics, Southeast University, Nanjing, 21189, China.
Directly generating material structures with optimal properties is a long-standing goal in material design. Traditional generative models often struggle to efficiently explore the global chemical space, limiting their utility to localized space. Here, we present a framework named Material Generation with Efficient Global Chemical Space Search (MAGECS) that addresses this challenge by integrating the bird swarm algorithm and supervised graph neural networks, enabling effective navigation of generative models in the immense chemical space towards materials with target properties.
View Article and Find Full Text PDFAccess to child-appropriate medicines: an exploratory survey of the use of paediatric use marketing authorisation products in the UK.
Eur J Pediatr
January 2025
Pharmacy Department, Guy's and St Thomas' NHS Foundation Trust, Evelina London Children's Hospital, Westminster Bridge Road, London, SE1 7EH, UK.
The Paediatric Use Marketing Authorisation (PUMA) was introduced in the European Union to incentivise the development of off-patent medicines in children. However, there is limited data on the accessibility of PUMA products at the healthcare provider level. This study aimed to identify factors affecting real-world accessibility to PUMA products in the United Kingdom (UK).
View Article and Find Full Text PDFLong-Standing Generalized Erythematous-Violaceous Papules: Challenge.
Am J Dermatopathol
February 2025
Departamento de Dermatología, Facultad de Medicina, Universidad de Chile, Chile.
Long-Standing Generalized Erythematous-Violaceous Papules: Answer.
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Hospital de Carabineros, Santiago de Chile, Región Metropolitana, Chile.
Field-particle energy transfer during chorus emissions in space.
Nature
January 2025
Southwest Research Institute, San Antonio, TX, USA.
Chorus waves are some of the strongest electromagnetic emissions naturally occurring in space and can cause radiation that is hazardous to humans and satellites. Although chorus waves have attracted extreme interest and been intensively studied for decades, their generation and evolution remain highly debated. Here, in contrast to the conventional expectation that chorus waves are governed by planetary magnetic dipolar fields, we report observations of repetitive, rising-tone chorus waves in the terrestrial neutral sheet, where the effects of the magnetic dipole are absent.
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