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Machine learning classification of vitamin D levels in spondyloarthritis patients
dc.contributor.author | Calvo Pascual, Luis Ángel | es-ES |
dc.contributor.author | Castro Corredor, David | es-ES |
dc.contributor.author | Garrido Merchán, Eduardo César | es-ES |
dc.date.accessioned | 2024-02-22T12:46:12Z | |
dc.date.available | 2024-02-22T12:46:12Z | |
dc.date.issued | 2024-02-22 | es_ES |
dc.identifier.issn | 2666-5212 | es_ES |
dc.identifier.uri | https://doi.org/10.1016/j.ibmed.2023.100125 | es_ES |
dc.identifier.uri | http://hdl.handle.net/11531/86923 | |
dc.description | Artículos en revistas | es_ES |
dc.description.abstract | . | es-ES |
dc.description.abstract | Objectives: Predict the 25 dihydroxy 20 epi vitamin d3 level (low, medium, or high) in spondyloarthritis patients. Methods: Observational, descriptive, and cross-sectional study. We collected information from 115 patients. From a total of 32 variables, we selected the most relevant using mutual information tests, and, finally, we estimated two classification models using machine learning. Result: We obtain an interpretable decision tree and an ensemble maximizing the expected accuracy using Bayesian optimization and 10-fold cross-validation over a preprocessed dataset. Conclusion: We identify relevant variables not considered in previous research, such as age and post-treatment. We also estimate more flexible and high-capacity models using advanced data science techniques. | en-GB |
dc.format.mimetype | application/pdf | es_ES |
dc.language.iso | es-ES | es_ES |
dc.rights | Creative Commons Reconocimiento-NoComercial-SinObraDerivada España | es_ES |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ | es_ES |
dc.source | Revista: Intelligence-Based Medicine, Periodo: 1, Volumen: 9, Número: 100125, Página inicial: 1, Página final: 7 | es_ES |
dc.title | Machine learning classification of vitamin D levels in spondyloarthritis patients | es_ES |
dc.type | info:eu-repo/semantics/article | es_ES |
dc.description.version | info:eu-repo/semantics/publishedVersion | es_ES |
dc.rights.holder | es_ES | |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es_ES |
dc.keywords | . | es-ES |
dc.keywords | Ankylosing spondyloarthritis Machine learning Arthritic psoriasis 1 alpha 25 dihydroxy 20 epi vitamin d3 | en-GB |
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