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Complex hierarchical structures analysis in single-cell data with Poincaré deep manifold transformation.
Brief Bioinform
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School of Engineering, Westlake University, No. 600 Dunyu Road, 310030 Zhejiang, P.R. China.
Single-cell RNA sequencing (scRNA-seq) offers remarkable insights into cellular development and differentiation by capturing the gene expression profiles of individual cells. The role of dimensionality reduction and visualization in the interpretation of scRNA-seq data has gained widely acceptance. However, current methods face several challenges, including incomplete structure-preserving strategies and high distortion in embeddings, which fail to effectively model complex cell trajectories with multiple branches.
View Article and Find Full Text PDFPlaying a serious game to increase fertility awareness: perceptions of adolescents, parents and teachers.
Hum Fertil (Camb)
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Instituto Superior Miguel Torga, Coimbra, Portugal.
Infertility is increasing globally, affecting one in six adults due to factors like delayed childbearing and lifestyle changes. Despite the recognition of the importance of increasing fertility awareness, levels remain low. This study evaluated the perceptions of 'FActs!', a serious game aimed at improving adolescents' fertility awareness.
View Article and Find Full Text PDFPrediction of isocitrate dehydrogenase mutation status in WHO grade II glioma by diffusion kurtosis imaging.
Pol J Radiol
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First Hospital of Shanxi Medical University, Shanxi, China.
Purpose: Isocitrate dehydrogenase (IDH) mutation status serves as a crucial prognostic indicator for glioma, typically assessed via immunohistochemical analysis post-surgery. Given the invasiveness of this approach, perhaps we can utilise convenient and noninvasive magnetic resonance imaging (MRI) methods to predict IDH mutation status. However, the current landscape lacks a standardised MRI technique for accurately predicting IDH mutations.
View Article and Find Full Text PDFExplaining the perception of students and professors regarding the clinical education challenges and strategies of the operation room.
J Educ Health Promot
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School of Nursing and Midwifery, Dezful University of Medical Sciences, Dezful, Iran.
Background: Clinical education is an essential part of medical science education in the operating room, and considering its high importance, it is necessary to identify challenges in this regard. The study aims to explain the perception of students and professors regarding the challenges and strategies for improving education in the operating room. The context of this study was the Khomein School of Medical Sciences.
View Article and Find Full Text PDFIterative optimization annotation pipeline and ALSS-YOLO-Seg for efficient banana plantation segmentation in UAV imagery.
Front Plant Sci
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Guangdong University of Technology, Guangzhou Higher Education Mega Centre, Guangzhou, China.
Precise segmentation of unmanned aerial vehicle (UAV)-captured images plays a vital role in tasks such as crop yield estimation and plant health assessment in banana plantations. By identifying and classifying planted areas, crop areas can be calculated, which is indispensable for accurate yield predictions. However, segmenting banana plantation scenes requires a substantial amount of annotated data, and manual labeling of these images is both timeconsuming and labor-intensive, limiting the development of large-scale datasets.
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