Evidence map›Paper›PMID 41039131›Full record

ArticleInternational journal of legal medicine2026

Metric analysis of the postcranial skeleton: a comprehensive approach for biological sex estimation in an Italian population.

Paolo Morandini, Lucie Biehler-Gomez, Kyra Stull, Cristina Cattaneo

Abstract read
In one paragraph

Article in International journal of legal medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Constancy of Sexual Dimorphism in the Infracranial Skeleton.American journal of biological anthropology · 2026
    Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Paolo MorandiniLABANOF (Laboratorio di Antropologia e Odontologia Forense), Department of Biomedical Science for Health, University of Milan, Milan, 20133, Italy. paolo.morandini@studenti.unimi.it.ORCID http://orcid.org/0000-0002-6294-0191
Lucie Biehler-GomezLABANOF (Laboratorio di Antropologia e Odontologia Forense), Department of Biomedical Science for Health, University of Milan, Milan, 20133, Italy.ORCID http://orcid.org/0000-0001-6674-7850
Kyra StullDepartment of Anthropology, University of Nevada, Reno, NV, USA.ORCID http://orcid.org/0000-0002-4541-6777
Cristina CattaneoLABANOF (Laboratorio di Antropologia e Odontologia Forense), Department of Biomedical Science for Health, University of Milan, Milan, 20133, Italy.ORCID http://orcid.org/0000-0003-0086-029X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis paper presents a metric methodology for estimating biological sex specifically tailored to the Italian population. The method considers 121 standard metric measurements derived from 46 bones across various post-cranial regions. MATERIALS AND

methodsThe sample consists of 400 individuals (M = 200; F = 200) from the 20th century CAL Milano Cemetery Skeletal Collection aged 20 to 104 years old. The sample was divided into a training subset (75%; n = 300) and a testing subset (25%, n = 100). Intra- and inter-observer analyses, as well as univariate sectioning points, and multivariable logistic regression analyses were performed.

resultsIntra- and inter-observer analysis showed excellent reproducibility of the measurements, with some exceptions generally related to the measurement of long bone diameters. Univariate sectioning points resulted in 18 measurements with accuracies exceeding 90%, and another 48 measurements achieving over 80% accuracy. In total, 43 multivariable logistic regression models were developed for 32 bones, and these models further increased the accuracy. DISCUSSION: The validation of these models demonstrated that the proposed methodology allows for sex estimation with accuracies of over or near 90% and minimal class discrimination bias across all post-cranial skeletal regions. The highest accuracies – with both sectioning points and multivariable models – were the radius (96.8%), scapula (95.3%), and tibia (95.2%). This study introduces a comprehensive metric standard for the Italian population and highlights the accuracy of the metric approach for estimating biological sex.

Indexed as

Bone and BonesSex Determination by SkeletonAdultAgedAged, 80 and overFemaleForensic AnthropologyHumansItalyLogistic ModelsMaleMiddle AgedObserver VariationReproducibility of ResultsYoung AdultForensic anthropologyOsteometricsPopulation-specific standardsPost-cranial metric analysisSex estimationSkeletal measurements

Identifiers

PMID41039131
PMCPMC12808299

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.