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    Large language models generating synthetic clinical datasets: a feasibility and comparative analysis with real-world perioperative data by Austin A. Barr, Joshua Quan, Eddie Guo, Emre Sezgin, Emre Sezgin

    Published 2025-02-01
    “…Recent advances in large language models (LLMs) provide an opportunity to generate synthetic data with reduced reliance on domain expertise, computational resources, and pre-training.ObjectiveThis study aims to assess the feasibility of generating realistic tabular clinical data with OpenAI’s GPT-4o using zero-shot prompting, and evaluate the fidelity of LLM-generated data by comparing its statistical properties to the Vital Signs DataBase (VitalDB), a real-world open-source perioperative dataset.MethodsIn Phase 1, GPT-4o was prompted to generate a dataset with qualitative descriptions of 13 clinical parameters. …”
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    Development of an Artificial Intelligence-Based Text Sentiment Analysis System for Evaluating Learning Engagement Levels in STEAM Education by Chih-Hung Wu, Kang-Lin Peng

    Published 2025-04-01
    “…It explores how sentiment analysis can measure emotional, cognitive, and behavioral involvement in learning. We developed an AI-based text sentiment analysis system to assess learning engagement, integrating speech recognition, natural language processing techniques, keyword analysis, and text sentiment analysis. …”
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    Hybrid Transformer-Based Large Language Models for Word Sense Disambiguation in the Low-Resource Sesotho sa Leboa Language by Hlaudi Daniel Masethe, Mosima Anna Masethe, Sunday O. Ojo, Pius A. Owolawi, Fausto Giunchiglia

    Published 2025-03-01
    “…Additionally, the performance of baseline and improved machine learning models for a sequence-based natural language processing (NLP) task was assessed and compared. …”
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    “I Became Self-Motivated”: Investigating Chinese Students’ Motivation in Assessed Collaborative Writing Tasks by Wenting Chen, Mingyue Chen

    Published 2025-02-01
    “…While the existing literature on collaborative writing has implied the benefits of its implementation in second language (L2) classrooms for students’ language learning, the assessment of collaborative writing has received scant attention in both language assessment literature and L2 writing literature. …”
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    Optimizing AI-Driven EdTech Solutions for Enhanced English Learning: A TOPSIS Approach by Liu Yang, Lu Li, Li Wang

    Published 2025-01-01
    “…This research demonstrates how AI has advanced in education from simple computer-assisted language learning to complex AI-driven platforms like chatbots and intelligent systems for teaching. …”
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