Developing an ensemble machine learning study: Insights from a multi-center proof-of-concept study
Our proposal represents an innovative approach useful for integrating different algorithms that populate the literature and which lays the foundations for future evaluations in broader application scenarios.
Authors
- Gina Belmonte (ORCID: https://orcid.org/0000-0002-7087-8914)
- Federico Fadda (ORCID: https://orcid.org/0000-0002-2807-4947)
- Leda Lorenzon (ORCID: https://orcid.org/0000-0002-1886-6449)
- Annarita Fanizzi (ORCID: https://orcid.org/0000-0002-2729-9896)
- Michele Avanzo (ORCID: https://orcid.org/0000-0003-1711-4242)
- C. Talamonti (ORCID: https://orcid.org/0000-0003-2955-6451)
- Sabina Tangaro (ORCID: https://orcid.org/0000-0002-1372-3916)
- Emiliano Loi (ORCID: https://orcid.org/0000-0001-6994-3937)
- M. Maddalo (ORCID: https://orcid.org/0000-0002-6436-0932)
- Sara Saponaro (ORCID: https://orcid.org/0000-0003-3930-3976)
- Nicola Lambri (ORCID: https://orcid.org/0000-0001-8706-6480)
- Pietro Mancosu (ORCID: https://orcid.org/0000-0002-0165-7931)
- M. Branchini (ORCID: https://orcid.org/0000-0003-0794-2888)
- Alessia Giuliano (ORCID: https://orcid.org/0000-0002-7381-078X)
- Leonardo Ubaldi (ORCID: https://orcid.org/0000-0002-3446-1636)
- Mauro Iori (ORCID: https://orcid.org/0000-0002-8738-3352)
- Raffaella Massafra (ORCID: https://orcid.org/0000-0001-8588-261X)
- Marco Giannelli (ORCID: https://orcid.org/0000-0002-4061-0490)
- Michele Signoriello (ORCID: https://orcid.org/0000-0003-0770-4441)
Institutions
- Humanitas University (IT)
- Azienda Sanitaria Unità Locale di Reggio Emilia (IT)
- Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IT)
- Azienda Sanitaria di Firenze (IT)
- Centro di Riferimento Oncologico (IT)
- Istituto Tumori Bari (IT)
- Istituto Nazionale di Fisica Nucleare, Sezione di Firenze (IT)
- Ospedale di Parma (IT)
- Istituti di Ricovero e Cura a Carattere Scientifico (IT)
- Azienda Socio Sanitaria Territoriale della Valtellina e Alto Lario (IT)
- Azienda Usl Toscana Centro (IT)
- IRCCS Humanitas Research Hospital (IT)
- Azienda Sanitaria Universitaria Integrata di Trieste (IT)
- Azienda Ospedaliera Universitaria Pisana (IT)
- University of Florence (IT)
- University of Bari Aldo Moro (IT)
Publication Details
- Journal
- PLoS ONE
- Published
- 2024-09-10
- DOI
- https://doi.org/10.1371/journal.pone.0303217
- Citations
- 6
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 2.43
Funders
- Ministero della Salute