Contextual Word Embedding for Biomedical Knowledge Extraction: a Rapid Review and Case Study. [PDF]
Vithanage D, Yu P, Wang L, Deng C.
europepmc +1 more source
ImmuDef, a novel algorithm to quantitatively evaluate the anti‐infection immune defense function of an individual based on RNA‐seq data via a variational autoencoder (VAE) model. It is validated on 3200+ samples across four immune states with high accuracy. It can serve as a metric for disease severity and prognosis across pathogenic cohorts.
Zhen‐Lin Tan +7 more
wiley +1 more source
Clinical concept annotation with contextual word embedding in active transfer learning environment. [PDF]
Abbas A, Lee M, Shanavas N, Kovatchev V.
europepmc +1 more source
Tunable Switching Mechanisms in HfZrO2‐Based Tunnel Junctions for High‐Performance Synaptic Arrays
This work demonstrates hybrid switching in engineered HZO‐based FTJs, enabled by controlled interlayer design and oxygen scavenging dynamics. The combined switching mechanism produces robust multilevel conductance states in large crossbar arrays, offering a materials‐driven pathway toward scalable in‐memory computing with enhanced tunability and ...
Jiwon You +8 more
wiley +1 more source
An efficient consolidation of word embedding and deep learning techniques for classifying anticancer peptides: FastText+BiLSTM. [PDF]
Karakaya O, Kilimci ZH.
europepmc +1 more source
An Automated Toxicity Classification on Social Media Using LSTM and Word Embedding.
Alsharef A +5 more
europepmc +1 more source
ABSTRACT The rising incidence of chronic diseases globally has drawn widespread attention to phytochemicals, which exert targeted preventive and alleviating effect by modulating gut microbiota; thus, a potential strategy for precision nutritional interventions is offered.
Shiqi Bai +6 more
wiley +1 more source
Measuring Implicit Bias in ICU Notes Using Word-Embedding Neural Network Models. [PDF]
Cobert J +13 more
europepmc +1 more source
A Wireless, Battery‐Free Artificial Throat Patch with Deep Learning for Emotional Speech Recognition
In this work, Xu and co‐workers develop a wireless, battery‐free artificial throat patch system (ATPS) consisting of a carbon nanotube‐based thin‐film strain sensor and a miniaturized flexible printed circuit board, to enable real‐time sensing of throat signals.
Bingxin Xu +10 more
wiley +1 more source
Embedded Lexica: Unlabeled Corpora using Word Embeddings
Researchers frequently need to extract information, such as events or target topics, from large corpora. One common solution involves applying semantically-related keywords to identify tweets, news articles, or other documents of interest. However, it is rarely the case that dictionaries of relevance to the topic, event, or language both exist and are
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