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Updated: Feb 16, 2026

Midface Hypoplasia and Cranial Base Morphology in Syndromic Craniosynostosis: A Comparative Analysis Study Using a Predictive Regression Model
Published on: November 4, 2025
A quantitative approach for sex estimation based on cranial morphology
Efthymia Nikita1, Efrossyni Michopoulou2
1Science and Technology in Archaeology Research Center, The Cyprus Institute, 2121 Aglantzia, Nicosia, Cyprus.
This study introduces a new method for quantifying cranial shape differences between sexes using digital photographs and statistical analysis. The method accurately estimates sex from cranial traits, offering a practical tool for forensic anthropology and biological studies.
Area of Science:
- Forensic Anthropology
- Biological Anthropology
- Craniometry
Background:
- Sex estimation from skeletal remains is crucial in anthropology and forensics.
- Existing methods for sex determination from cranial traits have limitations.
- Quantifying shape variations in sexually dimorphic cranial structures can improve accuracy.
Purpose of the Study:
- To develop and validate a novel method for the quantitative assessment of sexually dimorphic cranial traits.
- To establish accurate sex estimation equations based on cranial morphology.
- To provide a practical and accessible tool for sex determination from crania.
Main Methods:
- Utilized digital photographs of crania from the Athens Collection (n=165) and Cretan crania (n=20).
- Developed a method involving profile drawing of the glabella, mastoid process, and external occipital protuberance.
- Employed binary logistic regression and discriminant analysis to identify optimal variables for sex discrimination.
Main Results:
- Achieved high cross-validated classification rates, ranging from 75.8% to 94.6% for males and females.
- Demonstrated successful prediction rates between 83.9% and 94.1% when using training and testing datasets.
- Showed accurate classification (80-90%) for Cretan crania using standards developed from the Athens sample.
Conclusions:
- The proposed method offers an effective and quantitative approach to analyzing sexually dimorphic cranial structures.
- This method provides more accurate sex estimation results compared to existing techniques.
- The study provides practical tools, including equations and Excel macros, for implementing the method without specialized equipment.
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