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Applying posterior probability informed thresholds to traditional cranial trait sex estimation methods.
Patricia R Avent1,2, Cris E Hughes1, Heather M Garvin2
1Department of Anthropology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA.
Posterior probability-informed thresholds (PPITs) improve sex estimation accuracy using cranial nonmetric traits. Applying a PPIT of at least 0.85 enhances reliability, while probabilities below 0.75 indicate indeterminate results.
Area of Science:
- Forensic Anthropology
- Bioarchaeology
- Biological Anthropology
Background:
- Traditional cranial nonmetric trait analysis for sex estimation often lacks standardized statistical confidence reporting.
- Subjective qualitative assessments of confidence in sex estimation are common but not uniformly based on statistical data.
Purpose of the Study:
- To evaluate the impact of posterior probability-informed thresholds (PPITs) on sex estimation accuracy.
- To assess the trade-off between sample inclusion and accuracy with PPITs.
- To provide recommendations for using and interpreting PPITs in forensic casework.
Main Methods:
- Utilized a sample of 292 U.S. Black and White individuals (females and males).
- Examined two methods employing nonmetric cranial traits to infer sex.
- Applied PPITs to standardize decision-making in sex estimation.
Main Results:
- PPITs of 0.85 or higher increased accuracy to over 92% while maintaining high sample inclusion.
- PPITs below 0.75 did not yield accuracy significantly above chance.
- An accuracy rate of 76% was observed for the 0.75-0.84 PPIT interval, statistically significant but lower than higher thresholds.
Conclusions:
- Implementing PPITs of at least 0.85 is recommended for reliable sex estimation from cranial nonmetric traits.
- Cases with posterior probabilities below 0.75 should be classified as "indeterminate" in sex estimation.
- The 0.75-0.84 PPIT range offers acceptable accuracy but with lower confidence compared to higher thresholds.
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