Sex determination through maxillary dental arch and skeletal base measurements using machine learning

Transverse dental arch and maxillary skeletal base measurements exhibited strong predictive capability, achieving high accuracy with machine learning methods. Among the evaluated models, the SVM algorithm exhibited the best performance. This indicates potential usefulness in forensic sex determination.

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Publication Details

Journal
Head & Face Medicine
Published
2024-08-30
DOI
https://doi.org/10.1186/s13005-024-00446-w
Citations
15
Primary Topic
Forensic Anthropology and Bioarchaeology Studies
Type
article
Field-Weighted Citation Impact
43.86
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article

Sex determination through maxillary dental arch and skeletal base measurements using machine learning

Aline Xavier Ferraz, Svenja Beisel-Memmert, Ângela Graciela Deliga Schröder, Érika Calvano Küchler et al.
15 citations
Head & Face Medicine
Forensic Anthropology and Bioarchaeology Studies
43.86
article

Sex determination through maxillary dental arch and skeletal base measurements using machine learning

Aline Xavier Ferraz, Svenja Beisel-Memmert, Ângela Graciela Deliga Schröder, Érika Calvano Küchler, Cristiano Miranda de Araújo, Bianca Simone Zeigelboim, Pedro Felipe de Jesus Freitas, Elisa Souza Camargo, Isabella Christina Costa Quadras, Sidnei Priolo Filho
article en
15 citations

Abstract

Transverse dental arch and maxillary skeletal base measurements exhibited strong predictive capability, achieving high accuracy with machine learning methods. Among the evaluated models, the SVM algorithm exhibited the best performance. This indicates potential usefulness in forensic sex determination.

Head & Face MedicineVol. 20(1)
Pontifícia Universidade Católica do Paraná (BR), University Hospital Bonn (DE), Universidade Tuiuti do Paraná (BR)
Openalex Percentile: Top 0%
Forensic Anthropology and Bioarchaeology Studies
43.86
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