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Development and evaluation of a multi-model stacking approach for caries risk assessment in adults using supervised machine learning.

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Title: Development and evaluation of a multi-model stacking approach for caries risk assessment in adults using supervised machine learning.
Authors: Atni MHM; Centre of Population Oral Health and Clinical Prevention Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia; Oral Health Programme, Ministry of Health Malaysia, Putrajaya, Malaysia., Rosdy NMMNM; Centre of Oral & Maxillofacial Diagnostics and Medicine Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia., Tajudin MAAM; Jabatan Digital, Universiti Teknologi MARA (UiTM), Shah Alam, Malaysia., Rusly AA; Jabatan Digital, Universiti Teknologi MARA (UiTM), Shah Alam, Malaysia., Raob NAA; Centre of Population Oral Health and Clinical Prevention Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia; Oral Health Programme, Ministry of Health Malaysia, Putrajaya, Malaysia., Sabri BAM; Centre of Population Oral Health and Clinical Prevention Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia. budiaslinie@uitm.edu.my.
Source: British dental journal [Br Dent J] 2025 Dec 12. Date of Electronic Publication: 2025 Dec 12.
Publication Type: Journal Article
Journal Info: Publisher: British Dental Journal Country of Publication: England NLM ID: 7513219 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-5373 (Electronic) Linking ISSN: 00070610 NLM ISO Abbreviation: Br Dent J Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Atni+MHM%22">Atni MHM</searchLink>; Centre of Population Oral Health and Clinical Prevention Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia; Oral Health Programme, Ministry of Health Malaysia, Putrajaya, Malaysia.<br /><searchLink fieldCode="AU" term="%22Rosdy+NMMNM%22">Rosdy NMMNM</searchLink>; Centre of Oral & Maxillofacial Diagnostics and Medicine Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia.<br /><searchLink fieldCode="AU" term="%22Tajudin+MAAM%22">Tajudin MAAM</searchLink>; Jabatan Digital, Universiti Teknologi MARA (UiTM), Shah Alam, Malaysia.<br /><searchLink fieldCode="AU" term="%22Rusly+AA%22">Rusly AA</searchLink>; Jabatan Digital, Universiti Teknologi MARA (UiTM), Shah Alam, Malaysia.<br /><searchLink fieldCode="AU" term="%22Raob+NAA%22">Raob NAA</searchLink>; Centre of Population Oral Health and Clinical Prevention Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia; Oral Health Programme, Ministry of Health Malaysia, Putrajaya, Malaysia.<br /><searchLink fieldCode="AU" term="%22Sabri+BAM%22">Sabri BAM</searchLink>; Centre of Population Oral Health and Clinical Prevention Studies, Faculty of Dentistry, Universiti Teknologi MARA (UiTM), Sungai Buloh, Malaysia. budiaslinie@uitm.edu.my.
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  Data: <searchLink fieldCode="JN" term="%227513219%22">British dental journal</searchLink> [Br Dent J] 2025 Dec 12. <i>Date of Electronic Publication: </i>2025 Dec 12.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22British+Dental+Journal%22">British Dental Journal </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>7513219 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1476-5373 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200070610%22">00070610 </searchLink><i>NLM ISO Abbreviation: </i>Br Dent J <i>Subsets: </i>MEDLINE
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        Value: 10.1038/s41415-025-9105-5
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              Text: 2025 Dec 12
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