A Multi‐Scale Machine Learning Framework for the Inverse Design of High Entropy Alloys
High‐entropy alloys offer vast potential for various applications, including electrocatalysis; however, their compositional complexity challenges conventional screening. We introduce an inverse‐design framework combining two neural networks to determine optimal compositions and reconstruct nanoparticle geometry from targeted properties and conventional
Mikael Takoutsin +14 more
wiley +1 more source
Risk factors for conversion to mastectomy due to positive margins in early breast cancer patients when choosing breast-conserving surgery: a retrospective cohort study. [PDF]
Wang NC, Zhang X, Xu YY.
europepmc +1 more source
Necessity for subsequent surgery in women of child-bearing age with positive margins after conization. [PDF]
Wang X, Xu J, Gao Y, Qu P.
europepmc +1 more source
Detecting Anomalous Cell Behavior in Electrochemical Battery Testing Using Machine Learning
Machine‐learning‐based screening enables automated identification of anomalous battery cells from complementary electrochemical tests. A curated battery database supports configuration‐aware comparison of rate‐capability and impedance data. Supervised classification of rate‐test data achieves 90% accuracy, while CNN‐VAE‐based impedance analysis reaches
Minu Rose +7 more
wiley +1 more source
Re-Excision After Positive Margins in Breast-Conserving Surgery: Can a Risk-Based Strategy Avoid Unnecessary Surgery? [PDF]
D'Archi S +15 more
europepmc +1 more source
Correction to: Necessity for subsequent surgery in women of child-bearing age with positive margins after conization. [PDF]
Wang X, Xu J, Gao Y, Qu P.
europepmc +1 more source
Ionic Precursors Transformed Into Vinyl Acetate Synthesis Catalyst via Reaction‐Driven Restructuring
This work demonstrates that a simple physical mixture of Pd and Au ionic precursors, KOAc promoter, and SiO2 support can transform into a highly active vinyl acetate synthesis catalyst through reaction‐driven restructuring. The results highlight reaction‐induced restructuring as an innovative and sustainable catalyst design strategy.
Byeong Jun Cha +11 more
wiley +1 more source
A single‐step laser annealing strategy is presented for dual‐gate a‐IGZO TFTs. The steep thermal gradient induces graded oxygen doping in the channel and simultaneous WOx removal at the contacts, enabling concurrent interface and contact engineering.
Sihyeon Kwon +9 more
wiley +1 more source
ASO Author Reflections: Reassessing Positive Margins in Breast-Conserving Surgery: The Role of Histology and Oncoplastic Surgery. [PDF]
Switalla KM, Mukhtar RA.
europepmc +1 more source

