Knowledge-Enriched Recommendations: Bridging the Gap in Alloy Material Selection With Large Language Models by Tongwei Wu, Shiyu Du, Yiming Zhang, Honggang Li

“…While recommendation systems address information overload, traditional approaches relying on historical user data face limitations such as data sparsity and cold-start issues. This study presents a novel recommendation model that integrates domain-specific knowledge graphs with large language models (LLMs) to enhance recommendation accuracy in alloy material selection. …”
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Enhancing DataOps practices through innovative collaborative models: A systematic review by Aymen Fannouch, Jihane Gharib, Youssef Gahi

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Edge AI Deploying Artificial Intelligence Models on Edge Devices for Real-Time Analytics by Choudhary Sagar, S Vijitha, Bhavani Dokku Durga, N Bhuvaneswari, Tiwari Mohit, S Subburam

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Hidden challenges in evaluating spillover risk of zoonotic viruses using machine learning models by Junna Kawasaki, Tadaki Suzuki, Michiaki Hamada

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Modeling of heat flux on the main limiter in EAST by Binfu Gao, Dahuan Zhu, Rui Ding, Chuannan Xuan, Bin Zhang, Rong Yan, Mehdi Firdaouss, Shaocheng Liu, Yang Wang, Zongxiao Guo, Chunyu He, Wenxue Fu, Baoguo Wang, Junling Chen, the EAST team

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The role of large language models in personalized learning: a systematic review of educational impact by Sahil Sharma, Puneet Mittal, Mukesh Kumar, Vivek Bhardwaj

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Recent Trends in the Quality Module of Sustainable Water Management Models-A Systematic Review by C. Subashini, Suseela Sellamuthu

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Comparative Study of OLGA and LedaFlow Models for Mechanistic Predictions of Hydrate Transport Dynamics by Anqi Qu, Luiz F. R. Dalla, Luis E. Zerpa, Thierry Palermo, Khalid Mateen, Annie Fidel-Dufour, Carolyn A. Koh

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Physiological signal-based mental stress detection using hybrid deep learning models by Nandini Modi, Yogesh Kumar, Kapil Mehta, Neelam Chaplot

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Large Language Models for Transforming Healthcare: A Perspective on DeepSeek‐R1 by Jinsong Zhou, Yuhan Cheng, Sixu He, Yingcong Chen, Hao Chen

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Ransomware detection and family classification using fine-tuned BERT and RoBERTa models by Amjad Hussain, Ayesha Saadia, Faeiz M. Alserhani

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Personalization of closed-chain shoulder models yields high kinematic accuracy for multiple motions by Claire V. Hammond, Heath B. Henninger, Benjamin J. Fregly, Jonathan A. Gustafson

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Leveraging Large Language Models for Predicting Postoperative Acute Kidney Injury in Elderly Patients by Hanfei Zhu, Ruojiang Wang, Jiajie Qian, Yuhao Wu, Zhuqing Jin, Xishen Shan, Fuhai Ji, Zixuan Yuan, Tingrui Pan

“…Impact Statement: Our study demonstrates that LLMs have the potential to address the issues of poor generalization and weak interpretability commonly encountered in disease prediction using traditional machine learning (ML) models. …”
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Comparison of Machine Learning Models for Classification of Breast Cancer Risk Based on Clinical Data by Haniyeh Rafiepoor, Alireza Ghorbankhanloo, Kazem Zendehdel, Zahra Zangeneh Madar, Sepideh Hajivalizadeh, Zeinab Hasani, Ali Sarmadi, Behzad Amanpour‐Gharaei, Mohammad Amin Barati, Mozafar Saadat, Seyed‐Ali Sadegh‐Zadeh, Saeid Amanpour

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Interrogating the Use of Large Language Models in Qualitative Research Using the Qualifying Qualitative Research Quality Framework by David Reeping, Cynthia Hampton, Desen Özkan

“…Background: Large language models (LLMs) have arrived, recently popularized by the tool ChatGPT, and engineering education researchers have begun experimenting with LLM tools in their work. …”
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Rough-and-Refine Model for Scene Graph Generation by Li Junliang, Lv Shirong, Li Wei

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Crop Classification and Yield Prediction Using Robust Machine Learning Models for Agricultural Sustainability by Abid Badshah, Basem Yousef Alkazemi, Fakhrud Din, Kamal Z. Zamli, Muhammad Haris

“…Through the use of K-fold cross-validation, Explainable AI (XAI) and feature engineering, we identify the best-performing model, with Random Forest coming out on top scoring an accuracy of 99.7% with precision, recall, F1 score, and confusion matrix. …”
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Reliability Functional Model: How to Make It Applicable to the Developing Countries by Mohammad Reza Sheibani, Amir Moshari, Mehdi Zeraati

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A Systematic Survey of Machine Learning and Deep Learning Models Used in Industrial Internet of Things Security by Ersin Enes Eryılmaz, Erdal Kılıç, Yankı Ertek, Sedat Akleylek

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The Influence of Hard Protection Structures on Shoreline Evolution in Riohacha, Colombia by Marta Fernández-Hernández, Luis Iglesias, Jairo Escobar, José Joaquín Ortega, Jhonny Isaac Pérez-Montiel, Carlos Paredes, Ricardo Castedo

“…Over the past 50 years, coastal erosion has become an increasingly critical issue worldwide, and Colombia’s Caribbean coast is no exception. …”
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