Dissecting the Ecological Structure of Health and Disease in the Global Gut Microbiome
We introduce Wiredancer, a framework that identifies three continuous ecological factors of the gut microbiota. These factors exhibit distinct patterns across health and disease, jointly capturing disrupted ecological stability and offering a new perspective for precision diagnostics and therapeutic strategies.
Baoyuan Zhu +19 more
wiley +1 more source
Weakly supervised learning analysis of Aβ plaque distribution in the whole rat brain. [PDF]
Chen Z +7 more
europepmc +1 more source
A time‐multiplexed nanobody‐functionalized organic electrochemical transistor enables rapid and sensitive detection of three respiratory viral proteins from saliva. Sequentially addressed multi‐gate electrodes on a shared channel achieve around 1 fm detection within 15 min without sample preprocessing. Clinical validation demonstrates high specificity,
Tianrui Chang +13 more
wiley +1 more source
Identifying Rare and Subtle Behaviors: A Weakly Supervised Joint Topic Model [PDF]
Gong, SG +7 more
core +1 more source
Cross-lingual Projected Expectation Regularization for Weakly Supervised Learning
Mengqiu Wang, Christopher D. Manning
doaj +1 more source
Weakly supervised learning and interpretability for endometrial whole slide image diagnosis. [PDF]
Mohammadi M +10 more
europepmc +1 more source
An Integrated NLP‐ML Framework for Property Prediction and Design of Steels
This study presents a data‐driven framework that uses language‐processing techniques to interpret steel processing descriptions and machine‐learning models to predict mechanical properties. By organising complex process histories into meaningful groups and enabling rapid property forecasts, the work supports faster, more informed steel design through ...
Kiran Devraju +5 more
wiley +1 more source
Weakly supervised learning for multi-organ adenocarcinoma classification in whole slide images. [PDF]
Tsuneki M, Kanavati F.
europepmc +1 more source
This review comprehensively summarizes the atomic defects in TMDs for their applications in sustainable energy storage devices, along with the latest progress in ML methodologies for high‐throughput TEM data analysis, offering insights on how ML‐empowered microscopy facilitates bridging structure–property correlation and inspires knowledge for precise ...
Zheng Luo +6 more
wiley +1 more source
Efficient diagnosis of IDH-mutant gliomas: 1p/19qNET assesses 1p/19q codeletion status using weakly-supervised learning. [PDF]
Kim GJ, Lee T, Ahn S, Uh Y, Kim SH.
europepmc +1 more source

