Code for the Paper "Informed Injury Prediction in Elite Football: Decision Theory meets Machine Learning"

This repository contains the corresponding code for our paper Informed Injury Prediction in Elite Football: Decision Theory meets Machine Learning. It includes the following components: requirements.txt: Environment file that can be used with pip install requirements.txt to install all necessary dependencies used within the analysis and for plotting. src/ 1_estimation_calibration.py: Code that was used to conduct the analysis of the main part and the supplementary material. Please note that for data-privacy reasons, the actual data cannot be included in the repository. 2_visualization_paper.py: Code that was used to create the visualizations in the main part and the supplementary material.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-02
DOI
https://doi.org/10.5281/zenodo.15576000
Primary Topic
Sports Analytics and Performance
Type
article
Field-Weighted Citation Impact
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article

Code for the Paper "Informed Injury Prediction in Elite Football: Decision Theory meets Machine Learning"

Zenodo (CERN European Organization for Nuclear Research)
Sports Analytics and Performance
article

Code for the Paper "Informed Injury Prediction in Elite Football: Decision Theory meets Machine Learning"

article en

Abstract

This repository contains the corresponding code for our paper Informed Injury Prediction in Elite Football: Decision Theory meets Machine Learning. It includes the following components: requirements.txt: Environment file that can be used with pip install requirements.txt to install all necessary dependencies used within the analysis and for plotting. src/ 1_estimation_calibration.py: Code that was used to conduct the analysis of the main part and the supplementary material. Please note that for data-privacy reasons, the actual data cannot be included in the repository. 2_visualization_paper.py: Code that was used to create the visualizations in the main part and the supplementary material.

Zenodo (CERN European Organization for Nuclear Research)
Universitat Autònoma de Barcelona (ES), Hospital Sant Joan de Déu Barcelona (ES), University of Bonn (DE), Gene Therapy Laboratory (FR), Leitat Technological Center (ES), FC Barcelona (ES), Barcelona Institute for Global Health (ES), Manchester City Football Club (GB)
Peace, Justice and strong institutions
Openalex Percentile: Top 45%
Sports Analytics and Performance
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Code for the Paper "Informed Injury Prediction in Elite Football: Decision Theory meets Machine Learning" · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS