MSM.app: An interactive Web tool for Survival Analysis and Advanced Multi-State Modeling

dc.contributor.authorSoutinho, Gustavo
dc.contributor.authorMeira-Machado, Luís
dc.date.accessioned2024-12-06T12:57:57Z
dc.date.available2024-12-06T12:57:57Z
dc.date.issued2024-12-02
dc.description.abstractThe development of applications aimed at providing interpretable results in a concise and user-friendly manner within the framework of multi-state models represents a promising research avenue, particularly when leveraging open-source tools adaptable to biomedical contexts. This paper introduces MSM.app, an interactive web application constructed using the Shiny package for the R language. MSM.app is structured into two main components, each addressing distinct facets of survival analysis and its extension to intricate multi-state models. The first component allows users to perform classical survival analysis techniques using standard functions from R packages such as survival. The second component supports users in achieving key objectives in multi-state analysis, including the inference of regression models and the estimation of transition probabilities, by integrating with the survidm and mstate R packages. The web application employs dynamic web forms, tables, and graphics, harnessing the capabilities of the Shiny package. This architecture ensures that users, regardless of their level of expertise in informatics, can seamlessly engage in dynamic analyses encompassing critical aspects of multi-state models.
dc.identifier.citationSoutinho, G., & Meira-Machado, L. (2024). MSM.app: An interactive Web tool for Survival Analysis and Advanced Multi-State Modeling. In ICoMS '24: Proceedings of the 2024 7th International Conference on Mathematics and Statistics, Amarante, Portugal, 23-25 June 2024, (pp. 7-13). ACM. https://doi.org/10.1145/3686592.3686594. Repositório Institucional UPT. https://hdl.handle.net/11328/6031
dc.identifier.isbn979-8-4007-0722-3
dc.identifier.urihttps://hdl.handle.net/11328/6031
dc.language.isoeng
dc.publisherACM
dc.relation.hasversionhttps://doi.org/10.1145/3686592.3686594
dc.rightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectMathematics of computing
dc.subjectMathematical software
dc.subjectStatistical software
dc.subject.fosCiências Naturais - Ciências da Computação e da Informação
dc.titleMSM.app: An interactive Web tool for Survival Analysis and Advanced Multi-State Modeling
dc.typeconference paper
dcterms.referenceshttps://dl.acm.org/doi/10.1145/3686592.3686594
dspace.entity.typePublication
oaire.citation.conferenceDate2024-06-23
oaire.citation.conferencePlaceAmarante, Portugal
oaire.citation.endPage13
oaire.citation.startPage7
oaire.citation.titleICoMS '24: Proceedings of the 2024 7th International Conference on Mathematics and Statistics
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85
person.affiliation.nameDCT - Departamento de Ciência e Tecnologia
person.familyNameSoutinho
person.givenNameGustavo
person.identifier.ciencia-id0918-604C-2C04
person.identifier.orcid0000-0002-0559-1327
person.identifier.ridGSE-1063-2022
person.identifier.scopus-author-id57195326662
relation.isAuthorOfPublication6b00013b-9493-4621-b710-79beb48b65a4
relation.isAuthorOfPublication.latestForDiscovery6b00013b-9493-4621-b710-79beb48b65a4

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