... significant challenges in identifying bearing defects under few-shot sample conditions. An inception transformer (IFormer)-based weighted prototype network is proposed for few-shot recognition of wheelset bearing defect images. To capture subtle differences in few-shot samples, an IFormer network integrating...

... and discriminative through a dual-channel attention mechanism. Finally, taking into account that each molecular representation in the support set contributes differently to the prototype, we calculate the prototypes of positive and negative examples separately in a weighted manner. Following the setting adopted...

... downhole testing of the prototype permeability logging instrument, developed by the Li Ning Innovation Team of PetroChina. The test was carried out on 3 March 2024 in the Ren 91 standard well in Huabei (North China). In this article, we analysed the instrument characteristics of porosity logging...

... of Bipartite prototype alignment. Firstly, we identify the mutual nearest clusters in reference and target data as their potential common cell types. On this basis, we mine the cycle-consistent semantic anchor cells to build the intrinsic structure association between two data. Secondly, we design a neighbor...

....) on 1 million examinees for each year who have health examinations of life transition periods received by those who reach the age of 40 and 66 among these general health examinations. This data is anonymized and standardized. To demonstrate the data marketplace prototype, this data is standardized...

... dictionaries are directly related from those more distant. polysemy polysemy theory prototype radial polysemy language model Dictionaries are based on some assumptions relating to the nature of a language described, of lexical items, beliefs or skills of the user, etc. In non-scholarly dictionaries...

... This article is published and distributed under the terms of the Oxford University Press, Standard Journals Publication Model ( https://dbpia.nl.go.kr/journals/pages/open_access/funder_policies/chorus/standard_publication_model ) There have been several comparative research studies of prototypes at different...

... of Allergy and Infectious Diseases, NIH. Supplement sponsorship. This article appears as part of the supplement “Pandemic Preparedness at NIAID: Prototype Pathogen Approach to Accelerate Medical Countermeasures—Vaccines and Monoclonal Antibodies,” sponsored by the National Institute of Allergy...

..., and most importantly the ability of the model to faithfully recapitulate human disease. Designation of LASV and JUNV as prototype pathogens can facilitate progress in addressing the public health challenges posed by members of this important virus family. arenaviruses knowledge gaps animal models...

... and antibody-based therapeutics that are likely to also be successful for rapid responses with other members of the family. However, further work with these prototypes and other alphavirus pathogens should target better understanding of human tropism and pathogenesis, more comprehensive identification...

..., we present an assessment of potential prototype pathogen candidates that could be used as models to study this important virus family, including assessment of the strengths and weaknesses of each potential prototype. pandemic preparedness paramyxovirus prototype pathogens zoonosis National...

... on the prototype pathogen approach for medical countermeasure development. The plan was introduced before its release at a NIAID-hosted workshop in November 2021 that featured scientific experts from the extramural community, government, and the private sector and focused on selection of prototype pathogens from...

... for spread from rural to urban areas highlight the importance of pandemic preparedness for these viruses. Despite their designation as high-priority pathogens, numerous scientific gaps exist in critical areas. In this review, these gaps and an assessment of potential prototype pathogen candidates...

... compactness, we further propose a confidential prototype self-supervised learning paradigm to implicitly capture the global topological structure of cells in the embedding space. Such a bidirectional dual alignment mechanism between embedding space and prediction space can better handle batch effect and cell...

... music: an older type, “a rather quick dance moving predominantly in quarter notes,” and a new, slower type that uses more frequent eighth notes. ¹⁴ For Allanbrook, the tune of the cavatina provides a prototypical example of the older type of minuet. ¹⁵ Figaro’s cavatina displays...

..., we developed a prototype application, AGNES, to improve transgender women’s experience of high school. A mixed methods approach, based on Garrett’s five plane approach, was used and included an analysis of nine YouTube videos by Brazilian transgender women discussing their educational experiences...

... and to prepare for future pandemics, published a pandemic preparedness plan that outlined a research strategy focused on priority pathogens, technology platforms, and prototype pathogens. To accelerate the discovery, development, and evaluation of medical countermeasures against new or previously unknown...

...Francesco Gagliardi According to this unifying vision of theories of prototypes and exemplars, concepts are learned by the human mind through inductive processes: prototypes are learned by abstraction and exemplars by selection. Thus, concepts are composed of both prototypes and exemplars, which...

... test for tuberculosis (TB) would have a major impact on combating the TB burden worldwide. A new fingerstick blood test has been developed by Cepheid (the Xpert MTB Host Response [MTB-HR] prototype), which generates a “TB score” based on messenger RNA (mRNA) expression of 3 genes. Here we describe...

... considerations and solutions, we modeled the device dimensions using computer-aided design software. Prototypes were 3D printed using stereolithography. Iterative design improvements were tested on cadaveric cranial samples. A final design was established, prepared by the in-hospital sterile processing...