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AgeEst notebook: reproducible analysis used to build the AgeEst models (DOI: 10.1016/j.fsir.2023.100317). Full dataset not included; contact authors for access.

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age-estimation-notebook

This repository contains the analysis notebook and a minimal demonstration dataset used to reproduce parts of the modelling pipeline from the published work:

Constantinou, C., Chovalopoulou, M.-E., & Nikita, E. (2023). AgeEst: an open access web application for skeletal age-at-death estimation employing machine learning. Forensic Science International: Reports, 7, 100317. DOI: 10.1016/j.fsir.2023.100317

The models built using this workflow were deployed in the AgeEst web application. App source and deployment details are available at: https://github.com/cconsta1/AgeEst.git

Repository contents (root)

  • age_estimation_notebook.ipynb — Jupyter notebook used in the analysis
  • age_dataset_sample.csv — small sample CSV for demonstration only
  • LICENSE — MIT license

Important notes

  • The full Athens Collection dataset used for the published study is NOT included here. The included CSV is a small demo subset only.
  • Some cells in the notebook assume a Colab environment (Google Colab helpers and !pip install commands). Review installation cells before running locally.

How to run

  • Open the notebook in Google Colab (Colab badge included in the notebook) or run locally with Jupyter Lab/Notebook.

Citation If you use the notebook or the models derived from it, please cite the paper above (DOI: 10.1016/j/fsir.2023.100317).

License See LICENSE for licensing details (MIT).

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AgeEst notebook: reproducible analysis used to build the AgeEst models (DOI: 10.1016/j.fsir.2023.100317). Full dataset not included; contact authors for access.

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