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Machine learning-driven development of a behaviour-based student classification system (SCS-B) for enhanced educational analytics.

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Title: Machine learning-driven development of a behaviour-based student classification system (SCS-B) for enhanced educational analytics.
Authors: Vinoth Kumar ES; Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi, Chennai, India., Augustian Isaac R; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India. sangam.naadu@gmail.com., Sundaravadivel P; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India., Janaki Ramal P; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India.
Source: Scientific reports [Sci Rep] 2025 Oct 27; Vol. 15 (1), pp. 37428. Date of Electronic Publication: 2025 Oct 27.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Vinoth+Kumar+ES%22">Vinoth Kumar ES</searchLink>; Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Avadi, Chennai, India.<br /><searchLink fieldCode="AU" term="%22Augustian+Isaac+R%22">Augustian Isaac R</searchLink>; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India. sangam.naadu@gmail.com.<br /><searchLink fieldCode="AU" term="%22Sundaravadivel+P%22">Sundaravadivel P</searchLink>; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India.<br /><searchLink fieldCode="AU" term="%22Janaki+Ramal+P%22">Janaki Ramal P</searchLink>; Departmentof Artificial Intelligence and Machine Learning, Saveetha Engineering College, Thandalam, Chennai, Tamil Nadu, India.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2025 Oct 27; Vol. 15 (1), pp. 37428. <i>Date of Electronic Publication: </i>2025 Oct 27.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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        Value: 10.1038/s41598-025-21332-8
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              Text: 2025 Oct 27
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