FedEYE: A scalable and flexible end-to-end federated learning platform for ophthalmology [0.03%]
FedEYE：面向眼科的可扩展且灵活的端到端联邦学习平台
Bingjie Yan,Danmin Cao,Xinlong Jiang et al.
Bingjie Yan et al.
Data-driven machine learning, as a promising approach, possesses the capability to build high-quality, exact, and robust models from ophthalmic medical data. Ophthalmic medical data, however, presently exist across disparate data silos with...
shinyDeepDR: A user-friendly R Shiny app for predicting anti-cancer drug response using deep learning [0.03%]
shinyDeepDR: 一个用户友好的R Shiny应用程序，用于使用深度学习预测抗癌药物反应
Li-Ju Wang,Michael Ning,Tapsya Nayak et al.
Li-Ju Wang et al.
Advancing precision oncology requires accurate prediction of treatment response and accessible prediction models. To this end, we present shinyDeepDR, a user-friendly implementation of our innovative deep learning model, DeepDR, for predict...
Density physics-informed neural networks reveal sources of cell heterogeneity in signal transduction [0.03%]
密度物理信息神经网络揭示信号转导中细胞异质性的来源
Hyeontae Jo,Hyukpyo Hong,Hyung Ju Hwang et al.
Hyeontae Jo et al.
The transduction time between signal initiation and final response provides valuable information on the underlying signaling pathway, including its speed and precision. Furthermore, multi-modality in a transduction-time distribution indicat...
GAiN: An integrative tool utilizing generative adversarial neural networks for augmented gene expression analysis [0.03%]
GAiN：利用生成对抗神经网络进行增强基因表达分析的综合工具
Michael R Waters,Matthew Inkman,Kay Jayachandran et al.
Michael R Waters et al.
Big genomic data and artificial intelligence (AI) are ushering in an era of precision medicine, providing opportunities to study previously under-represented subtypes and rare diseases rather than categorize them as variances. However, clin...
Social construction of XAI: Do we need one definition to rule them all? [0.03%]
XAI的社会构建：我们是否需要一个定义来统它们所有？
Upol Ehsan,Mark O Riedl
Upol Ehsan
In this opinion, Upol Ehsan and Mark Riedl argue why a singular monolithic definition of explainable AI (XAI) is neither feasible nor desirable at this stage of XAI's development. ...
UFPS: A unified framework for partially annotated federated segmentation in heterogeneous data distribution [0.03%]
UFPD：在异构数据分布中用于部分标注联合分割的统一框架
Le Jiang,Li Yan Ma,Tie Yong Zeng et al.
Le Jiang et al.
Partially supervised segmentation is a label-saving method based on datasets with fractional classes labeled and intersectant. Its practical application in real-world medical scenarios is, however, hindered by privacy concerns and data hete...
Yi Liu,Yuelei Zhang,Xiao Chang et al.
Yi Liu et al.
Crosstalk among cells is vital for maintaining the biological function and intactness of systems. Most existing methods for investigating cell-cell communications are based on ligand-receptor (L-R) expression, and they focus on the study be...
Jinge Wang,Runnan Cao,Puneeth N Chakravarthula et al.
Jinge Wang et al.
Face learning has important critical periods during development. However, the computational mechanisms of critical periods remain unknown. Here, we conducted a series of in silico experiments and showed that, similar to humans, deep artific...
David S Goodsell,Shuchismita Dutta,Brian P Hudson et al.
David S Goodsell et al.
Molecular origami offers an offline way to explore the 3D structures of biology. Visit PDB101.rcsb.org to download free paper models of DNA, green fluorescent protein, viruses, and more. ...
Shahab Bakhtiari
Shahab Bakhtiari
In this issue of Patterns, Ali et al. demonstrate that predictive coding emerges in an artificial neural network optimized to be energy efficient. The results offer an explanation for why brains may implement predictive coding. ...