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Predicting cumulative effect of lifestyle risk factors for complex disease

In medical domain, risk factors are often used to model disease predictions. In order to make the most use of the predictive models, linking the model with real patient data generates personalized disease progression and predictions. However, the risk factors are fragmented all over medical literatu...

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Detalles Bibliográficos
Autores principales: Effiok, Emmanuel, Liu, Enjie, Hitchcock, Jon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9160810/
https://www.ncbi.nlm.nih.gov/pubmed/35662748
http://dx.doi.org/10.1049/htl2.12021
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author Effiok, Emmanuel
Liu, Enjie
Hitchcock, Jon
author_facet Effiok, Emmanuel
Liu, Enjie
Hitchcock, Jon
author_sort Effiok, Emmanuel
collection PubMed
description In medical domain, risk factors are often used to model disease predictions. In order to make the most use of the predictive models, linking the model with real patient data generates personalized disease progression and predictions. However, the risk factors are fragmented all over medical literature, certain risks can be accumulated for a disease and the aggregated probability may increase or decrease the occurrence of a disease. In this paper, a risk predictive framework which forms a base for a complete risk prediction model that can be used for various health applications is proposed.
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spelling pubmed-91608102022-06-04 Predicting cumulative effect of lifestyle risk factors for complex disease Effiok, Emmanuel Liu, Enjie Hitchcock, Jon Healthc Technol Lett Original Research In medical domain, risk factors are often used to model disease predictions. In order to make the most use of the predictive models, linking the model with real patient data generates personalized disease progression and predictions. However, the risk factors are fragmented all over medical literature, certain risks can be accumulated for a disease and the aggregated probability may increase or decrease the occurrence of a disease. In this paper, a risk predictive framework which forms a base for a complete risk prediction model that can be used for various health applications is proposed. John Wiley and Sons Inc. 2022-03-17 /pmc/articles/PMC9160810/ /pubmed/35662748 http://dx.doi.org/10.1049/htl2.12021 Text en © 2022 The Authors. Healthcare Technology Letters published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Original Research
Effiok, Emmanuel
Liu, Enjie
Hitchcock, Jon
Predicting cumulative effect of lifestyle risk factors for complex disease
title Predicting cumulative effect of lifestyle risk factors for complex disease
title_full Predicting cumulative effect of lifestyle risk factors for complex disease
title_fullStr Predicting cumulative effect of lifestyle risk factors for complex disease
title_full_unstemmed Predicting cumulative effect of lifestyle risk factors for complex disease
title_short Predicting cumulative effect of lifestyle risk factors for complex disease
title_sort predicting cumulative effect of lifestyle risk factors for complex disease
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9160810/
https://www.ncbi.nlm.nih.gov/pubmed/35662748
http://dx.doi.org/10.1049/htl2.12021
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