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Developing an ensemble machine learning study: Insights from a multi-center proof-of-concept study.
Fanizzi A, Fadda F, Maddalo M, Saponaro S, Lorenzon L, Ubaldi L, Lambri N, Giuliano A, Loi E, Signoriello M, Branchini M, Belmonte G, Giannelli M, Mancosu P, Talamonti C, Iori M, Tangaro S, Avanzo M, Massafra R. Fanizzi A, et al. Among authors: giannelli m. PLoS One. 2024 Sep 10;19(9):e0303217. doi: 10.1371/journal.pone.0303217. eCollection 2024. PLoS One. 2024. PMID: 39255296 Free PMC article.
Robust machine learning challenge: An AIFM multicentric competition to spread knowledge, identify common pitfalls and recommend best practice.
Maddalo M, Fanizzi A, Lambri N, Loi E, Branchini M, Lorenzon L, Giuliano A, Ubaldi L, Saponaro S, Signoriello M, Fadda F, Belmonte G, Giannelli M, Talamonti C, Iori M, Tangaro S, Massafra R, Mancosu P, Avanzo M. Maddalo M, et al. Among authors: giannelli m. Phys Med. 2024 Nov;127:104834. doi: 10.1016/j.ejmp.2024.104834. Epub 2024 Oct 21. Phys Med. 2024. PMID: 39437492
Unsupervised clustering analysis-based characterization of spatial profiles of inaccuracy in apparent diffusion coefficient values with varying acquisition plan orientation and diffusion weighting gradient direction - a large multicenter phantom study.
Fedeli L, Benelli M, Busoni S, Belli G, Ciccarone A, Coniglio A, Esposito M, Nocetti L, Sghedoni R, Tarducci R, Altabella L, Belligotti E, Bettarini S, Betti M, Caivano R, Carnì M, Chiappiniello A, Cimolai S, Cretti F, Feliciani G, Fulcheri C, Gasperi C, Giacometti M, Levrero F, Lizio D, Maieron M, Marzi S, Mascaro L, Mazzocchi S, Meliadò G, Morzenti S, Niespolo A, Noferini L, Oberhofer N, Orsingher L, Quattrocchi M, Ricci A, Savini A, Taddeucci A, Testa C, Tortoli P, Gobbi G, Gori C, Bernardi L, Giannelli M, Mazzoni LN. Fedeli L, et al. Among authors: giannelli m. Biomed Phys Eng Express. 2024 Dec 2;11(1). doi: 10.1088/2057-1976/ad9156. Biomed Phys Eng Express. 2024. PMID: 39530644
Collinearity and Dimensionality Reduction in Radiomics: Effect of Preprocessing Parameters in Hypertrophic Cardiomyopathy Magnetic Resonance T1 and T2 Mapping.
Marzi C, Marfisi D, Barucci A, Del Meglio J, Lilli A, Vignali C, Mascalchi M, Casolo G, Diciotti S, Traino AC, Tessa C, Giannelli M. Marzi C, et al. Among authors: giannelli m. Bioengineering (Basel). 2023 Jan 6;10(1):80. doi: 10.3390/bioengineering10010080. Bioengineering (Basel). 2023. PMID: 36671652 Free PMC article.
167 results