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Bias-reduced dental age estimation in children: Machine-learning evaluation and a novel constrained random forest adaptation of the Cameriere method.

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Title: Bias-reduced dental age estimation in children: Machine-learning evaluation and a novel constrained random forest adaptation of the Cameriere method.
Authors: Parlak ME; Department of Forensic Medicine, Faculty of Medicine, Niğde Ömer Halisdemir University, Niğde, Türkiye. Electronic address: eminparlak@ohu.edu.tr., Gümüşboğa ZŞ; Department of Pediatric Dentistry, Faculty of Dentistry, İnönü University, Malatya, Türkiye. Electronic address: zekiye.gumusboga@inonu.edu.tr., Gümüşboğa E; Department of Forensic Medicine, Faculty of Medicine, İnönü University, Malatya, Türkiye. Electronic address: erkal.gumusboga@inonu.edu.tr., Yılmaz M; Department of Forensic Medicine, Faculty of Medicine, İnönü University, Malatya, Türkiye. Electronic address: mesut.yilmaz@inonu.edu.tr., Aydan T; Department of Pediatric Dentistry, Faculty of Dentistry, Bingöl University, Bingöl, Türkiye. Electronic address: taydan@bingol.edu.tr.
Source: Forensic science international [Forensic Sci Int] 2026 Aug; Vol. 385, pp. 112979. Date of Electronic Publication: 2026 Apr 20.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Ireland Country of Publication: Ireland NLM ID: 7902034 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-6283 (Electronic) Linking ISSN: 03790738 NLM ISO Abbreviation: Forensic Sci Int Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Parlak+ME%22">Parlak ME</searchLink>; Department of Forensic Medicine, Faculty of Medicine, Niğde Ömer Halisdemir University, Niğde, Türkiye. Electronic address: eminparlak@ohu.edu.tr.<br /><searchLink fieldCode="AU" term="%22Gümüşboğa+ZŞ%22">Gümüşboğa ZŞ</searchLink>; Department of Pediatric Dentistry, Faculty of Dentistry, İnönü University, Malatya, Türkiye. Electronic address: zekiye.gumusboga@inonu.edu.tr.<br /><searchLink fieldCode="AU" term="%22Gümüşboğa+E%22">Gümüşboğa E</searchLink>; Department of Forensic Medicine, Faculty of Medicine, İnönü University, Malatya, Türkiye. Electronic address: erkal.gumusboga@inonu.edu.tr.<br /><searchLink fieldCode="AU" term="%22Yılmaz+M%22">Yılmaz M</searchLink>; Department of Forensic Medicine, Faculty of Medicine, İnönü University, Malatya, Türkiye. Electronic address: mesut.yilmaz@inonu.edu.tr.<br /><searchLink fieldCode="AU" term="%22Aydan+T%22">Aydan T</searchLink>; Department of Pediatric Dentistry, Faculty of Dentistry, Bingöl University, Bingöl, Türkiye. Electronic address: taydan@bingol.edu.tr.
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  Data: <searchLink fieldCode="JN" term="%227902034%22">Forensic science international</searchLink> [Forensic Sci Int] 2026 Aug; Vol. 385, pp. 112979. <i>Date of Electronic Publication: </i>2026 Apr 20.
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              Text: 2026 Aug
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