AI‐Driven Cancer Multi‐Omics: A Review From the Data Pipeline Perspective
The exponential growth of cancer multi‐omics data brings opportunities and challenges for precision oncology. This review systematically examines AI's role in addressing these challenges, covering generative models, integration architectures, Explainable AI for clinical trust, clinical applications, and key directions for clinical translation.
Shilong Liu, Shunxiang Li, Kun Qian
wiley +1 more source
Stand Age-Associated Rhizosphere Bacterial Succession in the Desert Shrub <i>Haloxylon ammodendron</i>. [PDF]
Zhao Z, Dong W, Zhou Z, Fan J.
europepmc +1 more source
The use of image quality metrics in combination with machine learning enables automatic image quality assessment for fluorescence microscopy images. The method can be integrated into the experimental pipeline for optical microscopy and utilized to classify artifacts in experimental images and to build quality rankings with a reference‐free approach ...
Elena Corbetta, Thomas Bocklitz
wiley +1 more source
From neurobiological regulation to socio-ecological remodeling: a mini review of yoga interventions for adolescent smartphone addiction. [PDF]
An X, Ye W, Fan Y.
europepmc +1 more source
This paper introduces a resource‐aware Contrastive Scattering Meta‐Learning (CSML) framework for acoustic anomaly detection. By leveraging training‐free wavelet scattering and metric‐based meta‐learning, the model achieves competitive performance with only 50 K learnable parameters—a 98% reduction compared to state‐of‐the‐art frameworks—enabling ...
Rami Zewail, Bassem Mokhtar
wiley +1 more source
Overcoming salinity barriers: granular straw promotes carbon cycling in saline soils by reshaping microbial community assembly. [PDF]
Fan T +5 more
europepmc +1 more source
Exploiting Ferroelectric and Spintronic Dynamics for Neural Network Computation
Ferroelectric and spintronic devices, relying on the control of polarization and magnetization, offer intrinsically fast, durable, energy‐efficient, and low‐latency building blocks for analog in‐memory computing. The hysteretic dynamics of an order parameter are leveraged to provide nonvolatile, multistate memory and nonlinear switching. Brain‐inspired
Dashiell Harrison +4 more
wiley +1 more source
Subgroup disparities in the mediating roles of income and social support between education level and depressive symptoms among Chinese middle-aged and older adults: an analysis based on the China health and retirement longitudinal study. [PDF]
Wang W, Fan Y, Ma C.
europepmc +1 more source
An agentic AI‐driven decision‐support framework for prosumers is proposed, integrating PV generation, load profiling, and multihorizon optimization within a four‐agent architecture. The approach significantly reduces grid dependence, enhances self‐sufficiency and prevents system oversizing.
Adela BÂRA, Simona‐Vasilica OPREA
wiley +1 more source
Rapid changes in major nutrients and fungal community during early decomposition of <i>Betula platyphylla</i> litter on volcanic lava plateau. [PDF]
Wei Y +6 more
europepmc +1 more source

