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Quality control (QC) is a critical component of single-cell RNA-seq (scRNA-seq) processing pipelines. Current approaches to QC implicitly assume that datasets are comprised of one cell type, potentially resulting in biased exclusion of rare cell types. W
Chronic diseases and metabolic disorders are prevalent health concerns that often escalate with increasing age and thus affect older individuals. The proportion of the elderly population in Iran increased from 7.22% in 2006 to 12.0% in 2023. The current
Lumbar spine and pelvic fractures(LPF) are combined with peripheral ligament injuries(PLI), frequently. It has been reported that the site of fracture injury is usually paralleled by the secretion of inflammatory proteins. This study aimed to investigate
Few-shot diffusion models are inspired by similar ap- proaches. Sinha et al. [26] apply self-supervised learning with diffusion process to learn an unconditional model for few-shot conditional image synthesis. To compensate for the absence of...
Modern deep learning training procedures rely on model regularization techniques such as data augmentation methods, which generate training samples that increase the diversity of data and richness of label information. A popular recent method, mixup, use
After changing the initial sampling position, the perfor- mance improves to 38.1 (+0.2) AP and 42.1 (+0.2) mIoU, as shown in Table 1. Offset Scope. Due to the existence of normalization lay- ers, the values of one certain output feature are typically in the range of [−1, 1], ...
A better understanding of the relationships between insomnia and anxiety, mood, eating, and alcohol-use disorders is needed given its prevalence among young adults. Supervised machine learning provides the ability to evaluate which mental disorder is mos
Research Open access Published: 08 July 2023 Cellular hierarchy framework based on single-cell/multi-patient sample sequencing reveals metabolic biomarker PYGL as a therapeutic target for HNSCCJiezhong Guan, Xi Xu, Guo Qiu, Chong He, Xiaoyue Lu, Kang Wang, Xinyu Liu, Yuanyuan Li, ...