Previous Issue
Volume 5, December
 
 

Forensic Sci., Volume 6, Issue 1 (March 2026) – 12 articles

  • Issues are regarded as officially published after their release is announced to the table of contents alert mailing list.
  • You may sign up for e-mail alerts to receive table of contents of newly released issues.
  • PDF is the official format for papers published in both, html and pdf forms. To view the papers in pdf format, click on the "PDF Full-text" link, and use the free Adobe Reader to open them.
Order results
Result details
Select all
Export citation of selected articles as:
17 pages, 1295 KB  
Review
Unveiling Hidden Pollutants: An Environmental Forensics Approach to Water Contamination
by Gayathri Narayanan Prabhadevi, Muhammed Siddik Abdul Samad, Ayona Jayadev, Deepa Indira Nair, Gevargis Muramthookil Thomas and Geena Prasad
Forensic Sci. 2026, 6(1), 12; https://doi.org/10.3390/forensicsci6010012 - 2 Feb 2026
Abstract
Emerging contaminants (ECs) are trace-level chemical and biological compounds detected in the environment, particularly in water, including personal care products, microplastics, nanoplastics, antibiotic resistance genes, etc., which have the potential to endanger ecosystems and human health. Forensic techniques, which are used to detect [...] Read more.
Emerging contaminants (ECs) are trace-level chemical and biological compounds detected in the environment, particularly in water, including personal care products, microplastics, nanoplastics, antibiotic resistance genes, etc., which have the potential to endanger ecosystems and human health. Forensic techniques, which are used to detect and trace the sources of ECs with specificity and accuracy, like gas and liquid chromatography coupled with mass spectrometry, Fourier transform infrared spectroscopy, inductively coupled plasma mass spectrometry, isotope ratio mass spectrometry, remote sensing, geographical information systems, and statistical and machine learning approaches are discussed in this study. The present analysis also outlines the types of emerging contaminants, along with their possible sources, including domestic and municipal wastewater, wastewater from healthcare institutions, urban runoff and stormwater, industrial and commercial discharges, effluents from agricultural and animal husbandry, and pollution from recreational activities in water. The review concludes by emphasizing the future need for real-time detection systems, integrated data analysis, and stronger regulatory frameworks to manage ECs more effectively. Full article
Show Figures

Figure 1

13 pages, 4823 KB  
Article
Comparative Elemental Signatures of Full Metal Jacket (FMJ) and Lead Round Nose (LRN) Projectiles on Complex Biological Targets Using Micro-XRF and Portable XRF
by Suthisa Leasen, Panida Lorwongtragool, Sittichoke Chaiwan and Montri Donphoongpri
Forensic Sci. 2026, 6(1), 11; https://doi.org/10.3390/forensicsci6010011 - 2 Feb 2026
Abstract
Background: In forensic ballistics, identifying ammunition types on physical evidence is critical, particularly when metallic residues are minimal. This study comparatively analyzes the elemental signatures deposited by two common projectiles—Full Metal Jacket (FMJ) (Cu/Zn jacket) and Lead Round Nose (LRN) (exposed Pb core)—on [...] Read more.
Background: In forensic ballistics, identifying ammunition types on physical evidence is critical, particularly when metallic residues are minimal. This study comparatively analyzes the elemental signatures deposited by two common projectiles—Full Metal Jacket (FMJ) (Cu/Zn jacket) and Lead Round Nose (LRN) (exposed Pb core)—on complex targets, including pig bone/tissue and mango wood. Methods: Using a semi-automatic handgun at an intermediate range of 5.0 m, residues were examined through high-resolution benchtop Micro-XRF (M4 Tornado) for micro-spatial analysis and Portable XRF (Elio) for rapid field characterization. Additionally, fresh pork leg samples were subjected to a 3-month environmental degradation period to assess trace persistence. Results: Observations indicated that LRN projectiles exhibit markedly elevated Lead (Pb) concentrations along the wound track in bone, hence confirming Pb as a reliable indicator for unjacketed ammunition; specifically, the median Pb concentrations at bullet wiping were 10.39 wt% for M4 and 7.34 wt% for Elio. Conversely, FMJ traces remain strictly confined to the surface bullet wipe area, with median concentrations of Pb, Cu, and Zn being 2.21 wt%, 0.24 wt%, and 0.59 wt% via M4, respectively. Statistical analysis showed a strong correlation for high-concentration elements on tissue, but significantly greater variance on wooden surfaces where FMJ traces exhibited a very weak negative correlation (r = −0.2774) due to minimal and irregular metal transfer. Taphonomic evaluation revealed that the Pb signature from LRN is exceptionally stable (r ≈ 0.9999) even after decomposition, while FMJ signatures are highly sensitive to environmental exposure. Conclusions: This research underscores the necessity of high-sensitivity Micro-XRF (M4) for definitive ammunition verification, providing a refined analytical framework for shooting incident reconstruction even involving degraded remains or complex environmental scenes. Full article
(This article belongs to the Special Issue Feature Papers in Forensic Sciences)
Show Figures

Figure 1

17 pages, 2352 KB  
Article
Ontogenetic Allometry of the Human Scapula: A Geometric Morphometrics Study in Two Portuguese Reference Skeletal Samples
by Eliana Santos, Ruben Maranho and Francisco Curate
Forensic Sci. 2026, 6(1), 10; https://doi.org/10.3390/forensicsci6010010 - 27 Jan 2026
Viewed by 226
Abstract
Background/Objectives: The identification of individuals from human remains is crucial in any scenario where their identity is unknown. The study of ontogenetic allometry, which refers to proportional changes in the shape and size of bones during growth, provides important baseline information for constructing [...] Read more.
Background/Objectives: The identification of individuals from human remains is crucial in any scenario where their identity is unknown. The study of ontogenetic allometry, which refers to proportional changes in the shape and size of bones during growth, provides important baseline information for constructing biological profiles. Methods: This study focuses on the analysis of the ontogenetic allometry of the scapula in Portuguese reference skeletal samples, using geometric morphometric techniques. The sample includes 140 individuals (67 females, 73 males), ranging from birth to 89 years old. Scapulae were photographed, and seven landmarks and forty semi-landmarks were digitized using the “tps” programs. Statistical analyses were performed using the MorphoJ (v. 1.08.02) and PAST (v. 5.2) programs. Results: The results point to a significant and continuous growth of the scapula in the early stages of life, with a tendency to stabilize after adolescence. Centroid size significantly influenced shape variation across the full sample. Conclusions: These findings provide a descriptive baseline of scapular development that can aid future anthropological and forensic research, including studies on population variation and age-related morphological trajectories. Full article
Show Figures

Figure 1

16 pages, 1604 KB  
Article
A Dried Spot Liquid Chromatography Method to Measure 3,4-Methylenedioxymethamphetamine and 3,4-Methylenedioxyamphetamine in Oral Fluid
by Leandro Oka-Duarte, Bruno Ferreira and Marcelo Firmino de Oliveira
Forensic Sci. 2026, 6(1), 9; https://doi.org/10.3390/forensicsci6010009 - 26 Jan 2026
Viewed by 136
Abstract
Background/Objectives: MDMA and MDA are among the stimulant drugs most frequently encountered in forensic casework, and oral fluid represents a practical biological matrix for their detection. However, liquid oral fluid requires refrigeration, is susceptible to degradation, and can be logistically demanding for [...] Read more.
Background/Objectives: MDMA and MDA are among the stimulant drugs most frequently encountered in forensic casework, and oral fluid represents a practical biological matrix for their detection. However, liquid oral fluid requires refrigeration, is susceptible to degradation, and can be logistically demanding for routine laboratories. Dried Oral Fluid Spots (DOFS) offer a low-cost and stable alternative. This study aimed to develop and validate a DOFS-based analytical workflow for quantifying MDMA and MDA using liquid chromatography and a diode-array detector. Methods: Watercolor paper was selected as the substrate and pretreated with diluted nitric acid to improve analyte desorption. DOFS were prepared using 150 µL of pooled oral fluid, dried for 4 h, and extracted with methanol. Chromatographic separation was performed on a phenyl column using aqueous TFA and acetonitrile mobile phase. Method validation followed the ICH M10 criteria. Results: The method showed linear responses between 12.5 and 5000 ng mL−1, with LOD and LLOQ of 6 and 12 ng mL−1 for both analytes, respectively. Precision and accuracy met acceptance criteria across all QC levels. Recoveries ranged from 84% to98%. DOFS samples demonstrated adequate stability under multiple storage and handling conditions. Conclusions: The optimized DOFS–LC–DAD workflow offers a robust, low-cost, and flexible approach for the analysis of MDMA and MDA in oral fluid for laboratory-based or semi-controlled collection environments. Its compatibility with both LC- and GC-based detectors enhances applicability in diverse forensic laboratory settings. Full article
Show Figures

Figure 1

11 pages, 248 KB  
Perspective
From Bones to Identification: Addressing the Current Gaps and Challenges in Ecuadorian Forensic Anthropology
by Antony Cevallos
Forensic Sci. 2026, 6(1), 8; https://doi.org/10.3390/forensicsci6010008 - 23 Jan 2026
Viewed by 199
Abstract
Forensic anthropology, a specialized branch of biological anthropology, plays a crucial role in the identification of human remains, particularly when conventional methods such as fingerprinting are not applicable. In Ecuador, its relevance has increased in response to challenges such as intentional deaths, forced [...] Read more.
Forensic anthropology, a specialized branch of biological anthropology, plays a crucial role in the identification of human remains, particularly when conventional methods such as fingerprinting are not applicable. In Ecuador, its relevance has increased in response to challenges such as intentional deaths, forced disappearances, violence, mass fatalities, and migration-related deaths. Despite its growing importance, the field faces significant limitations, including restricted access to advanced technologies, limited training opportunities for local forensic anthropologists, and insufficient resources for research and the application of advanced methodologies for victim identification. This article examines the development and current state of forensic anthropology in Ecuador, emphasizing the urgent need for population-specific standards, the establishment of a national osteological collection, and stronger institutional support. It also highlights the contributions of bioarchaeological research and its potential to enhance forensic practices. By analyzing the challenges of identifying skeletonized human remains and other instances of human rights violations, the study underscores the necessity of advancing forensic anthropology in the country. The article further discusses how interdisciplinary efforts have contributed to forensic knowledge in Ecuador and concludes by emphasizing the importance of ethical guidelines, technological integration, and improved infrastructure to strengthen forensic anthropology as both a scientific discipline and a humanitarian tool. Full article
13 pages, 5817 KB  
Case Report
Forensic Diagnostics of Cigarette Burns in a Case of Domestic Abuse: Clinical Evidence and Ex-Vivo Tests Using Porcine Skin
by Matteo Antonio Sacco, Lucia Tarda, Saverio Gualtieri, Maria Cristina Verrina and Isabella Aquila
Forensic Sci. 2026, 6(1), 7; https://doi.org/10.3390/forensicsci6010007 - 23 Jan 2026
Viewed by 130
Abstract
Background: Cigarette burns represent a well-established forensic indicator of inflicted injury, frequently encountered in cases of domestic violence. Clinical significance: Their morphological consistency and anatomical distribution offer valuable elements for differentiating between intentional and accidental trauma. Case Presentation: In this study, we report [...] Read more.
Background: Cigarette burns represent a well-established forensic indicator of inflicted injury, frequently encountered in cases of domestic violence. Clinical significance: Their morphological consistency and anatomical distribution offer valuable elements for differentiating between intentional and accidental trauma. Case Presentation: In this study, we report the case of a 40-year-old woman who presented with multiple cutaneous lesions attributed to repeated assaults by her intimate partner. The forensic medical examination revealed five discrete scars characterized by sharply demarcated borders, circular to oval shapes, and dimensions ranging from 0.7 to 1.5 cm. These lesions were anatomically located in regions not typically accessible for self-infliction. To reinforce the diagnostic interpretation and assess reproducibility, a controlled experimental protocol was conducted using porcine skin matrices. Cigarette burns were recreated under variable conditions of contact pressure and exposure duration. The lesions produced on the biological substrate exhibited morphological features consistent with those observed in the patient, suggesting compatibility with cigarette-induced thermal injury. Conclusions: These findings provide circumstantial support for the forensic interpretation but must be considered within the limitations of the experimental model. This integrated approach underscores the relevance of combining clinical forensic documentation with experimental validation to support medico-legal conclusions in cases of suspected interpersonal violence. Full article
Show Figures

Figure 1

30 pages, 4189 KB  
Systematic Review
Automated Fingerprint Identification: The Role of Artificial Intelligence in Crime Scene Investigation
by Csongor Herke
Forensic Sci. 2026, 6(1), 6; https://doi.org/10.3390/forensicsci6010006 - 22 Jan 2026
Viewed by 186
Abstract
Background/Objectives: This systematic review examines how artificial intelligence (AI) is transforming fingerprint and latent print identification in criminal investigations, tracing the evolution from traditional dactyloscopy to Automated Fingerprint Identification Systems (AFISs) and AI-enhanced biometric pipelines. Methods: Following PRISMA 2020 guidelines, we [...] Read more.
Background/Objectives: This systematic review examines how artificial intelligence (AI) is transforming fingerprint and latent print identification in criminal investigations, tracing the evolution from traditional dactyloscopy to Automated Fingerprint Identification Systems (AFISs) and AI-enhanced biometric pipelines. Methods: Following PRISMA 2020 guidelines, we conducted a literature search in the Scopus, Web of Science, PubMed/MEDLINE, and legal databases for the period 2000–2025, using multi-step Boolean search strings targeting AI-based fingerprint identification; 68,195 records were identified, of which 61 peer-reviewed studies met predefined inclusion criteria and were included in the qualitative synthesis (no meta-analysis). Results: Across the included studies, AI-enhanced AFIS solutions frequently demonstrated improvements in speed and scalability and, in several controlled benchmarks, improved matching performance on low-quality or partial fingerprints, although the results varied depending on datasets, evaluation protocols, and operational contexts. They also showed a potential to reduce certain forms of examiner-related contextual bias, while remaining susceptible to dataset- and model-induced biases. Conclusions: The evidence indicates that hybrid human–AI workflows—where expert examiners retain decision making authority but use AI for candidate filtering, image enhancement, and data structuring—currently offer the most reliable model, and emerging developments such as multimodal biometric fusion, edge computing, and quantum machine learning may contribute to making AI-based fingerprint identification an increasingly important component of law enforcement practice, provided that robust regulation, continuous validation, and transparent governance are ensured. Full article
Show Figures

Figure 1

10 pages, 4700 KB  
Case Report
Carbon Monoxide Poisoning in Putrefied Corpses: A Difficult Diagnosis
by Francesco Gabrielli, Francesco Calabrò, Lorenzo Franceschetti, Silvio Chericoni and Valentina Bugelli
Forensic Sci. 2026, 6(1), 5; https://doi.org/10.3390/forensicsci6010005 - 21 Jan 2026
Viewed by 149
Abstract
Background. Determining the cause and manner of death in scenes involving multiple and putrified bodies found in the same environment is a real challenge for forensic pathologists. While common scenarios include fires, vehicle crashes, and natural disasters, one of the most common causes [...] Read more.
Background. Determining the cause and manner of death in scenes involving multiple and putrified bodies found in the same environment is a real challenge for forensic pathologists. While common scenarios include fires, vehicle crashes, and natural disasters, one of the most common causes is drug intoxication or poisoning, and the scene must be carefully evaluated based on circumstantial evidence. Carbon monoxide (CO) (also called “the silent killer”) remains one of the leading agents capable of producing simultaneous fatalities. In multi-body scenes, distinguishing between homicide–suicide, double suicide, and accidental deaths adds further complexity. The aim of this study is to highlight the limitations of toxicological and pathological investigations in advanced putrefaction and to emphasize the role of scene investigation in the interpretation of suspected CO-related deaths. Methods. The authors report a case of suspected CO intoxication involving two bodies in an advanced stage of decomposition recovered from the same room. The scene investigation, coupled with the presence of a malfunctioning combustion source, raised suspicion of CO exposure; however, analytical interpretation was severely constrained by the altered condition of biological samples. Results. Advanced decomposition magnifies these challenges. Putrefactive changes can mimic traumatic injuries, hide hypostasis, and compromise both macroscopic and microscopic evaluations due to autolysis and gas formation. Toxicological investigations are frequently hindered by the degradation or absence of key biological matrices such as blood, cavity fluids, or vitreous humor, rendering carboxyhaemoglobin quantification unreliable or impossible. These limitations may lead to incorrect medico-legal conclusions. Conclusions. Determining the cause and manner of death in complex multi-body scenes requires careful evaluation of circumstantial evidence and scene investigation, particularly when advanced decomposition compromises biological analyses and toxicological interpretation. Full article
Show Figures

Figure 1

10 pages, 1170 KB  
Article
Determining the Anatomical Position of the Thoracic Vertebrae with 3D Geometric Morphometrics
by Myrsini Voulgari, Ioanna Anastopoulou and Konstantinos Moraitis
Forensic Sci. 2026, 6(1), 4; https://doi.org/10.3390/forensicsci6010004 - 16 Jan 2026
Viewed by 177
Abstract
Background/Objectives: A common challenge in both forensic and bioarchaeological research is commingling, the intermixing of skeletal material originating from multiple individuals or contexts. To tackle that problem past reassociation methods primarily relied on visual assessment or metric comparisons. However, recent advances in [...] Read more.
Background/Objectives: A common challenge in both forensic and bioarchaeological research is commingling, the intermixing of skeletal material originating from multiple individuals or contexts. To tackle that problem past reassociation methods primarily relied on visual assessment or metric comparisons. However, recent advances in geometric morphometrics show strong potential for improving the sorting of commingled remains. This study applies a three-dimensional (3D) geometric morphometric method to evaluate its effectiveness in reassociating adjoining thoracic vertebrae. Methods: Two vertebral pairs, T4–T5 and T5–T6, from 65 and 73 individuals, respectively, were analyzed. These pairs were chosen due to limited anatomical variability, while they were also the most consistently preserved pairs. All specimens were scanned using a structured-light 3D scanner, and the dataset was derived from three Greek skeletal collections representing different geo-chronological contexts. Fourteen anatomical landmarks were placed on the superior rim and articular facets of the lower vertebra and mirrored onto the lower rim and facets of the adjoining upper vertebra. To remove the size effects the landmark coordinates were converted to Procrustes coordinates, while examining morphological similarity was quantified using Euclidean distances. For each pair, the vertebrae with the smallest Euclidean distances were considered the most probable true anatomical matches. Results: The correct T4–T5 match fell within the three smallest distances in 66.2% of cases, while for the T5–T6 pair, correct matches were found between the first three possible matches in a percentage of 43.8%. These findings indicate that the method can eliminate roughly 50–70% of incorrect matches and therefore narrow the plausible pairings. Conclusions: Future research incorporating more pairs and an expanded landmark dataset may result in greater accuracy for reassociation with 3D geometric morphometrics. Full article
Show Figures

Figure 1

15 pages, 1548 KB  
Case Report
Nail as a Biological Sample in Molecular Identification of Decomposed Human Body: Case Report and Brief Literature Review
by Tanja Visković, Marija Definis and Livia Sliskovic
Forensic Sci. 2026, 6(1), 3; https://doi.org/10.3390/forensicsci6010003 - 13 Jan 2026
Viewed by 266
Abstract
Background: Postmortem DNA identification of highly decomposed human remains is often limited by the availability and quality of conventional biological samples. Keratinized tissues, such as fingernails, represent a potentially valuable alternative due to their anatomical resistance to environmental degradation, however, their use as [...] Read more.
Background: Postmortem DNA identification of highly decomposed human remains is often limited by the availability and quality of conventional biological samples. Keratinized tissues, such as fingernails, represent a potentially valuable alternative due to their anatomical resistance to environmental degradation, however, their use as primary biological material for DNA profiling remains underreported in forensic practice. Case presentation: We report a case involving the recovery of a highly decomposed body of a missing woman, in which DNA samples were collected from a fingernail and a tooth. DNA extraction was performed using the PrepFiler Forensic DNA Extraction Kit for the fingernail sample and PrepFiler BTA Forensic DNA Extraction Kit for the tooth sample. No usable DNA profile was obtained from the tooth sample; however, the fingernail sample yielded a complete and high-quality STR profile with successful amplification across all 24 loci (GlobalFiler PCR Amplification Kit). Reference buccal swabs from the presumed biological parents were collected for subsequent kinship analysis. Discussion: Kinship analysis based on allele frequencies in the Croatian population resulted in a combined paternity index (CPI) corresponding to a probability of paternity of 99.99999812%, providing strong genetic support for the proposed identity of the deceased. Notably, this is the first documented forensic case in Croatia in which nail material served as the primary—and ultimately successful—biological sample for postmortem identification. Conclusions: This case highlights the evidentiary value of fingernails as a robust, accessible, and forensically valid DNA source in postmortem identification, particularly in cases of advanced decomposition where conventional biological materials are unavailable or degraded. Further studies involving larger sample sets and diverse postmortem conditions are needed to support the broader implementation of nail material in routine forensic identification workflows, particularly within the Croatian medico-legal context. Full article
(This article belongs to the Special Issue Feature Papers in Forensic Sciences)
Show Figures

Figure 1

11 pages, 472 KB  
Review
Autopsy-Proven Snakebite Envenoming Deaths: A Review of Forensic and Pathological Evidence
by Matteo Antonio Sacco, Saverio Gualtieri, Aurora Princi and Isabella Aquila
Forensic Sci. 2026, 6(1), 2; https://doi.org/10.3390/forensicsci6010002 - 13 Jan 2026
Viewed by 246
Abstract
Background/Objectives: Snakebite envenoming remains a critical yet frequently under-recognized cause of mortality in many parts of the world, particularly in tropical and rural areas where access to timely medical care and accurate post-mortem investigation is limited. While clinical and epidemiological data on [...] Read more.
Background/Objectives: Snakebite envenoming remains a critical yet frequently under-recognized cause of mortality in many parts of the world, particularly in tropical and rural areas where access to timely medical care and accurate post-mortem investigation is limited. While clinical and epidemiological data on snakebites have been extensively studied, the forensic characterization of fatal envenomations remains fragmentary and inconsistently documented. This review aims to synthesize the existing literature on autopsy-confirmed snakebite deaths, focusing on the pathological and toxicological evidence that supports cause-of-death determinations in forensic settings. Methods: A comprehensive search of the PubMed NCBI databases identified nine relevant studies, including case reports, retrospective analyses, and systematic reviews. Results: Across these reports, a range of lethal mechanisms were identified, including venom-induced consumption coagulopathy (VICC), acute renal failure (frequently in the setting of rhabdomyolysis and acute tubular necrosis), neurotoxic respiratory arrest, multi-organ necrosis, and myocardial infarction. Histological findings frequently revealed glomerular and tubular necrosis, pulmonary edema and/or hemorrhage, pituitary and adrenal hemorrhage, and cerebral ischemic changes. Toxicological confirmation was achieved in several cases using ELISA and liquid chromatography–mass spectrometry (LC–MS/MS), underscoring the importance of biochemical validation in post-mortem diagnosis and the value of analytical tools beyond ELISA (e.g., immunoaffinity LC–MS/MS, venom-specific immunohistochemistry, zymography for SVMP activity). Conclusions: Our findings highlight the variability in venom effects across snake families—particularly Viperidae, Elapidae, and Lamprophiidae/Atractaspididae—and emphasize the indispensable role of forensic autopsy in distinguishing snakebite envenoming from other causes of sudden or unexplained death. However, significant limitations persist, including inconsistent autopsy protocols, lack of species-specific venom assays, and poor integration of toxicological methods in routine forensic practice. Addressing these gaps through standardized forensic guidelines and improved access to diagnostic tools is essential for enhancing the accuracy of death investigations in envenoming-endemic regions. Full article
Show Figures

Figure 1

13 pages, 1330 KB  
Article
Independent Validation of Population-Specific Equations for Sex and Stature Estimation from the Humerus in Northeastern Thailand
by Phetcharat Phetnui, Chanasorn Poodendaen, Narawadee Choompoo, Kaemisa Srisen, Sitthichai Iamsaard, Arada Chaiyamoon, Supatcharee Arun, Thewarid Berkban and Suthat Duangchit
Forensic Sci. 2026, 6(1), 1; https://doi.org/10.3390/forensicsci6010001 - 5 Jan 2026
Viewed by 353
Abstract
Background/Objective: Accurate biological profile estimation from skeletal remains is fundamental to forensic identification. While the humerus demonstrates considerable sexual dimorphism, population-specific validation data for Thai populations remain limited. This study aimed to develop and independently validate population-specific equations for sex and stature [...] Read more.
Background/Objective: Accurate biological profile estimation from skeletal remains is fundamental to forensic identification. While the humerus demonstrates considerable sexual dimorphism, population-specific validation data for Thai populations remain limited. This study aimed to develop and independently validate population-specific equations for sex and stature estimation from humeral measurements in Northeastern Thai populations. Methods: This cross-sectional study examined 300 adult humeri (150 male, 150 female) from the Khon Kaen University skeletal collection. Four osteometric measurements (maximum length, midshaft circumference, epicondylar breadth, superior–inferior head diameter) and weight were recorded. The sample was randomly divided into development (n = 200) and validation (n = 100) datasets. Logistic regression for sex estimation and linear regression for stature estimation were developed using stepwise selection. Results: Sex classification achieved 93.5% accuracy in development and 93.0% in independent validation. The optimal model incorporated midshaft circumference, superior–inferior head diameter, and weight, with an area under the curve of 0.977 (95% CI: 0.953–1.000), sensitivity 90.0%, specificity 96.0%, and Cohen’s kappa 0.86. Stature estimation demonstrated a correlation coefficient of 0.81 with a mean absolute error of 4.36 cm (2.74% of the mean stature). Independent validation confirmed minimal performance deterioration for both models. Conclusions: These independently validated, population-specific equations provide accurate and reliable methods for biological profile estimation in Northeastern Thai forensic contexts. The rigorous validation framework supports confident operational application and provides a methodological model for developing regional forensic standards. Full article
Show Figures

Figure 1

Previous Issue
Back to TopTop