Multi-platform metagenomic characterization of the microbial community during spontaneous cacao fermentation by Joel Tigrero-Vaca, Mirian Villavicencio-Vásquez, Jonathan Coronel, Juan Manuel Cevallos-Cevallos

“…Functional analysis based on a hybrid assembly of Illumina and MinION data revealed the roles of lactic acid bacteria and acetic acid bacteria in the metabolism of carbohydrates, amino acids, and secondary metabolites such as polyphenols and theobromine. …”
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Measuring Experienced Utility in the Context of Health Economic Evaluation: A Narrative Overview by Damien S. E. Broekharst, Sjaak Bloem, Jeroen Luyten, Edward A. G. Groenland, Pieter T. M. Desmet, Patrick P. T. Jeurissen, Michel vanAgthoven

“…Results Evaluation of physiological indicators is minimally intrusive and relatively objective, but it relies on laboratory data collection, limits comparability across scales, and emphasizes direct experiences. …”
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Why Do People Gather? A Study on Factors Affecting Emotion and Participation in Group Chats by Lu Yan, Kenta Ono, Makoto Watanabe, Weijia Wang

“…This study builds on the Stimuli–Organism–Response (SOR) framework to examine how usability, chat rhythm, and user behavior influence emotions and participation in group chats. Using data from 546 users in China, a relevant demographic given the dominance of platforms like WeChat in both social and professional settings, we uncover insights that are particularly applicable to highly connected digital environments. …”
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Evaluation of acoustic-thermal simulations of in vivo magnetic resonance guided focused ultrasound ablative therapy by Nicholas Richards, Douglas Christensen, Joshua Hillyard, Michelle Kline, Sara Johnson, Henrik Odéen, Allison Payne

“…Purpose To evaluate numerical simulations of focused ultrasound (FUS) with a rabbit model, comparing simulated heating characteristics with magnetic resonance temperature imaging (MRTI) data collected during in vivo treatment.Methods A rabbit model was treated with FUS sonications in the biceps femoris with 3D MRTI collected. …”
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EFFECT OF DIFFERENT WEED MANAGEMENT PRACTICES ON GROWTH AND YIELD OF INDIAN MUSTARD (BRASSICA JUNCEA) by Puspa Raj Bista, Krishna Bohara, Dhirendra Man Thapa, Keshav Bahadur Karki, Keshar Bahadur Shahi

“…Indian mustard (Brassica juncea) is an economically significant oilseed crop cultivated widely in India with versatile applications in various industries. However, weed infestation poses a major challenge to successful mustard cultivation, leading to reduced crop productivity and growth. …”
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Single-cell sequencing combined with urinary multi-omics analysis reveals that the non-invasive biomarker PRDX5 regulates bladder cancer progression through ferroptosis signaling by Shun Wan, Kun-peng Li, Si-yu Chen, Chen-yang Wang, Kun Cheng, Jian-wei Yang, Li-yun Ding, Tuan-jie Che, Shan-hui Liu, Li Yang

“…Methods We employed urine proteomics data and transcriptomic information from the Cancer Genome Atlas (TCGA) to identify differentially expressed genes in BC tissues, focusing on PRDX5. …”
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Experimental investigation of shaft misalignment effects on bearing reliability through vibration signal analysis using machine learning and deep learning by Fransiskus Tatas Dwi Atmaji, Jamasri, Hari Agung Yuniarto, I Made Miasa

“…In contrast, the LSTM model, trained directly on raw time-series data, outperformed all other models, achieving a classification accuracy of 99.7%.This study contributes a novel dataset, an original misalignment simulation platform, and a comprehensive comparative analysis of modelling approaches. …”
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Evaluating microstructural and machine learning predictive models for friction drilling of sustainable snail shell reinforced aluminium matrix composites by Rajesh Jesudoss Hynes Navasingh, R. Sankaranarayanan, Priyanka Mishra, Angela Jennifa Sujana J, Jebasingh Jeremiah Rajesh, Jana Petru

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Combined Risk Stratification With Patient Characteristics and Biomarkers in Patients Treated With the Impella for Cardiogenic Shock by Yuichi Saito, Yuki Shiko, Kazuya Tateishi, Koichi Toda, Goro Matsumiya, Yoshio Kobayashi

“…The model was also tested if applicable to composite outcomes of in‐hospital death and major complications. …”
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Kronecker convolutional feature pyramid for fault diagnosis in rolling bearings by Sadia Batool, Abbas Ali Abid, Muhammad Asif, Sagheer Abbas, Khan Muhammad Adnan, Asghar Ali Shah, Taher M. Ghazal

“…These results demonstrate the potential of KCFP for reliable and efficient rolling bearing fault diagnosis in industrial applications.…”
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Dashboard‑Driven Machine Learning Analytics and Conceptual LLM Simulations for IIoT Education in Smart Steel Manufacturing by Mehdi Imani, Ali Imanifard, Babak Majidi, Abdolah Shamisa

“…Through advanced analytical models such as machine learning (ML) and, conceptually, Large Language Models (LLMs), this study explores how Industrial Internet of Things (IIoT) applications can transform educational experiences in the context of smart steel production. …”
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Global research trends on Chinese patent drugs inducing programmed cell death in cancer: a bibliometric analysis (1998–2024) by Min Song, Chunyan Teng, Xiaodong Zheng, Shizhen Tan, Yipeng Guo

“…The analysis also sought to provide insights that could guide future investigations and clinical applications. Methods Bibliometric data were extracted from the Web of Science Core Collection (1998–2023), focusing on articles investigating Chinese patent drugs and PCD in oncological contexts. …”
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Chest wall restriction device for modeling respiratory challenges and dysfunction by Victoria Ribeiro Rodrigues, Lizuannette Mejia, Rafael G. Zucchi, Paul W. Davenport, Nicholas J. Napoli

“…Our results demonstrate its potential to advance respiratory function research and expand clinical and experimental applications.…”
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Soil Reflectance Composite for Digital Soil Mapping in a Mediterranean Cropland District by Monica Zanini, Uta Heiden, Leonardo Pace, Raffaele Casa, Simone Priori

“…However, traditional soil maps often lack the detail required for local applications, while farm-scale surveys are often not economically viable. …”
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The attitude of medical students toward applying virtual dissection table in the learning anatomy of thorax by Hamid Hojatdoost, Forouzan Kavarizadeh, Leila Noori, Vali Baigi, Yousef Mohamadi

“…A researcher-designed questionnaire collected the data, which SPSS V.22 analyzed. Results: The majority of students found the virtual dissection table beneficial for active learning (80.1%), concentration (64.8%), anatomical knowledge and practical skills (83.3%), and cost-time efficiency (56.7%). …”
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Location Method of Buried Polyethylene Gas Pipeline Based on Acoustic Signal Ellipse Method by Hanyu Zhang, Yang Li, Zhuo Xu, Ao Zhang, Xianfa Liu, Pengyao Sun, Xianchao Sun

“…First, a dual-tree complex wavelet transform is employed to denoise the collected signals, enhancing the quality and accuracy of the data. Subsequently, the cross-correlation function is utilized to extract the delay times between the signals. …”
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A Novel Method for Aging Life Evaluation of O-Rings Based on the Sealing Performance Degradation Model and the Artificial Neural Network Model by Xiaojia Wang, Yu Huang, Jianning Zhang, Zihui Wang, Weiping Hu, Chao Song

“…Next, accelerated aging tests were conducted under five different temperature conditions, and a performance degradation model for the O-ring was developed based on a dynamic curve model, expanding the degradation data. Furthermore, an aging life evaluation method for O-rings based on the ANN model is proposed to predict the aging life of O-rings under different temperatures and compression sets. …”
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The effects of climate and geomorphology on bankfull conditions in subtropical Australian streams by Ryan Shojinaga, David Hamilton, Michele A. Burford, Daniel J. Sobota

“…Bankfull conditions are well studied in temperature regions in the northern hemisphere, but elsewhere, data are sparse and bankfull applications are underdeveloped. …”
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An extensive review on bibliometric analysis of carbon nanostructure reinforced composites by M.A. Shadab Siddiqui, M.A. Mowazzem Hossain, Ramisa Ferdous, M.S. Rabbi, S.M. Samin Yeasar Abid

“…This critical review provides an insightful and data-driven analysis of the current state of carbon nanostructure (CNTs/graphene)-reinforced metal matrix and biocomposites based on an extensive literature evaluation. …”
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DE-Unet: Dual-Encoder U-Net for Ultra-High Resolution Remote Sensing Image Segmentation by Ye Liu, Shitao Song, Miaohui Wang, Hao Gao, Jun Liu

“…In recent years, there has been a growing demand for remote sensing image semantic segmentation in various applications. The key to semantic segmentation lies in the ability to globally comprehend the input image. …”
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