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Artificial intelligence in forensic science: a systematic review. Part I: personal identification
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Artificial intelligence in forensic science: a systematic review. Part I: personal identification (2026)Artificial intelligence in forensic scien…Automatic and robust estimation of sex and chronological age from panoramic radiographs using a multi-task deep learning network: a study on a South Korean population (2024)Automatic and robust estimati…Sex estimation from long bones: a machine learning approach (2023)Sex estimation from long bone…Use of Deep Learning in Forensic Sex Estimation of Virtual Pelvic Models from the Han Population (2022)Use of Deep Learning in Foren…The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: an…Role of forensic odontology and anthropology in the identification of human remains (2021)Role of forensic odontology a…A potential method for sex estimation of human skeletons using deep learning and three-dimensional surface scanning (2021)A potential method for sex es…Development of a sex estimation method for skulls using machine learning on three-dimensional shapes of skulls and skull parts (2020)Development of a sex estimati…Data mining for sex estimation based on cranial measurements (2020)Data mining for sex estimatio…Automatic human identification from panoramic dental radiographs using the convolutional neural network (2020)Automatic human identificatio…Advanced procedures for skull sex estimation using sexually dimorphic morphometric features (2020)Advanced procedures for skull…Sex estimation using sternum part lenghts by means of artificial neural networks (2019)Sex estimation using sternum …Sex estimation from sacrum and coccyx with discriminant analyses and neural networks in an equally distributed population by age and sex (2019)Sex estimation from sacrum an…Artificial intelligence for sex determination of skeletal remains: Application of a deep learning artificial neural network to human skulls (2019)Artificial intelligence for s…Ancestry Estimation Using Cranial and Postcranial Macromorphoscopic Traits (2019)Ancestry Estimation Using Cra…Sex estimation from the tarsal bones in a Portuguese sample: a machine learning approach (2014)Sex estimation from the tarsa…AncesTrees: ancestry estimation with randomized decision trees (2014)AncesTrees: ancestry estimati…A method for visual determination of sex, using the human hip bone (2002)DSP: A tool for probabilistic sex diagnosis using worldwide variability in hip-bone measurements (2005)Sex Estimation in Forensic Anthropology: Skull Versus Postcranial Elements (2011)A method for sex estimation using the proximal femur (2016)On the use of machine learning algorithms in forensic anthropology (2020)Skull Shapes and the Map: Craniometric Analyses in the Dispersion of Modern Homo (1989)Cranial Nonmetric Variation and Estimating Ancestry* (2009)Understanding race and human variation: Why forensic anthropologists are good at identifying race (2009)A new forensic collection housed at the University of Coimbra, Portugal: The 21st century identified skeletal collection (2014)A modern documented Italian identified skeletal collection of 2127 skeletons: the CAL Milano Cemetery Skeletal Collection (2018)Applications of artificial intelligence in forensic sciences: Current potential benefits, limitations and perspectives (2022)Standards for Data Collection from Human Skeletal Remains (1994)A review of sex estimation techniques during examination of skeletal remains in forensic anthropology casework (2016)A Survey on Artificial Intelligence Techniques for Biomedical Image Analysis in Skeleton-Based Forensic Human Identification (2020)Use of Advanced Artificial Intelligence in Forensic Medicine, Forensic Anthropology and Clinical Anatomy (2021)Patella sex determination by 3D statistical shape models and nonlinear classifiers (2007)A comparison between neural network and other metric methods to determine sex from the upper femur in a modern French population (2009)Estimation of sex from sternal measurements in a Western Australian population (2011)Sex prediction with morphometric measurements of first and fifth metatarsal and phalanx obtained from X-ray images by using machine learning algorithms (2022)Chronological metamorphosis of the auricular surface of the ilium: A new method for the determination of adult skeletal age at death (1985)Metric sex determination from the pelvis in modern Greeks (2008)Handbook of Forensic Anthropology and Archaeology (2016)Forensic sex estimation using the vertebrae: an evaluation on two European populations (2020)Sex estimation using foramen magnum measurements, discriminant analyses and artificial neural networks on an eastern Turkish population sample (2022)Sexing skulls using discriminant function analysis of visually assessed traits (2008)Cranial and Odontological Methods for Sex Estimation—A Scoping Review (2022)Mandibular and dental measurements for sex determination using machine learning (2024)Deep learning for automated skeletal bone age assessment in X-ray images (2016)Fully Automated Deep Learning System for Bone Age Assessment (2017)Performance of a Deep-Learning Neural Network Model in Assessing Skeletal Maturity on Pediatric Hand Radiographs (2017)Applications of contemporary artificial intelligence technology in forensic odontology as primary forensic identifier: A scoping review (2022)Binary decisions of artificial intelligence to classify third molar development around the legal age thresholds of 14, 16 and 18 years (2024)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement. (2009)Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the COVID-19 pandemic (2021)PRISMA 2020 explanation and elaboration: updated guidance and exemplars for reporting systematic reviews (2021)PRISMA2020 : An R package and Shiny app for producing PRISMA 2020‐compliant flow diagrams, with interactivity for optimised digital transparency and Open Synthesis (2022)A look at forensic dentistry – Part 1: The role of teeth in the determination of human identity (2001)Non-destructive dental-age calculation methods in adults: intra- and inter-observer effects (2002)Facial Soft Tissue Thickness Database for Craniofacial Reconstruction in Korean Adults (2012)Palatal Rugae as a Discriminating Factor in Determining Sex: A New Method Applicable in Forensic Odontology? (2023)A Systematic Review of the Use of Intraoral Scanning for Human Identification Based on Palatal Morphology (2024)Forensic Odontology in the Digital Era: A Narrative Review of Current Methods and Emerging Trends (2025)A newly developed visual method of sexing the os pubis (1969)Mapping AI-ethics' dilemmas in forensic case work: To trust AI or not? (2023)Sex estimation techniques based on skulls in forensic anthropology: A scoping review (2024)A review of the literature on the applications of machine learning in forensic anthropology (2025)
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References

  • 2021The PRISMA 2020 statement: an updated guideline for reporting systematic reviews119,202 cited
  • 2019Artificial intelligence for sex determination of skeletal remains: Application of a deep learning artificial neural network to human skulls179 cited
  • 2014AncesTrees: ancestry estimation with randomized decision trees141 cited
  • 2014Sex estimation from the tarsal bones in a Portuguese sample: a machine learning approach125 cited
  • 2021Role of forensic odontology and anthropology in the identification of human remains72 cited
  • 2020Automatic human identification from panoramic dental radiographs using the convolutional neural network64 cited
  • 2020Advanced procedures for skull sex estimation using sexually dimorphic morphometric features56 cited
  • 2022Use of Deep Learning in Forensic Sex Estimation of Virtual Pelvic Models from the Han Population44 cited
  • 2019Sex estimation using sternum part lenghts by means of artificial neural networks43 cited
  • 2019Sex estimation from sacrum and coccyx with discriminant analyses and neural networks in an equally distributed population by age and sex43 cited
  • 2023Sex estimation from long bones: a machine learning approach37 cited
  • 2020Data mining for sex estimation based on cranial measurements35 cited
  • 2021A potential method for sex estimation of human skeletons using deep learning and three-dimensional surface scanning34 cited

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  • 2024Automatic and robust estimation of sex and chronological age from panoramic radiographs using a multi-task deep learning network: a study on a South Korean population32 cited
  • 2019Ancestry Estimation Using Cranial and Postcranial Macromorphoscopic Traits32 cited
  • 2020Development of a sex estimation method for skulls using machine learning on three-dimensional shapes of skulls and skull parts31 cited
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