Developing an ensemble machine learning study: Insights from a multi-center proof-of-concept study

• Annarita Fanizzi,

  Roles Conceptualization, Formal analysis, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

  Affiliation Laboratorio Biostatistica e Bioinformatica, I.R.C.C.S. Istituto Tumori ‘Giovanni Paolo II’, Bari, Italy

  https://orcid.org/0000-0002-2729-9896

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• Federico Fadda,

  Roles Formal analysis, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

  Affiliation Laboratorio Biostatistica e Bioinformatica, I.R.C.C.S. Istituto Tumori ‘Giovanni Paolo II’, Bari, Italy

  https://orcid.org/0000-0002-2807-4947

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• Michele Maddalo ,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Writing – review & editing

  * E-mail: michele.maddalo@ymail.com (MM); mavanzo@cro.it (MA)

  Affiliation Servizio di Fisica Sanitaria, Azienda Ospedaliero-Universitaria di Parma, Parma, Italy

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• Sara Saponaro,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Fisica Sanitaria, Azienda Usl Toscana Nord Ovest, Lucca, Italy

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• Leda Lorenzon,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Fisica Sanitaria, Azienda Sanitaria dell’Alto Adige, Bolzano, Italy

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• Leonardo Ubaldi,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliations Dip. Scienze Biomediche Sperimentali e Cliniche "Mario Serio", Università degli Studi di Firenze,Viale Morgagni, Firenze, Istituto Nazionale di Fisica Nucleare, Sez. Firenze, Via Sansone 1, Sesto Fiorentino, Firenze

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• Nicola Lambri,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliations IRCCS Humanitas Research Hospital, Medical Physics Unit of Radiotherapy and Radiosurgery Department, via Manzoni, Rozzano, Milan, Italy, Department of Biomedical Sciences, Humanitas University, via Rita Levi Montalcini, Pieve Emanuele, Milan, Italy

  https://orcid.org/0000-0001-8706-6480

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• Alessia Giuliano,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation U.O.C. Fisica Sanitaria, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy

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• Emiliano Loi,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation SC Fisica Sanitaria, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy

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• Michele Signoriello,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Fisica Sanitaria, Azienda sanitaria universitaria Giuliano Isontina, Trieste, Italy

  https://orcid.org/0000-0003-0770-4441

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• Marco Branchini,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Fisica Sanitaria, Azienda Socio Sanitaria Territoriale della Valtellina e dell’Alto Lario, Sondrio, Italy

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• Gina Belmonte,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Fisica Sanitaria, Azienda Usl Toscana Nord Ovest, Lucca, Italy

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• Marco Giannelli,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation U.O.C. Fisica Sanitaria, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy

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• Pietro Mancosu,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation IRCCS Humanitas Research Hospital, Medical Physics Unit of Radiotherapy and Radiosurgery Department, via Manzoni, Rozzano, Milan, Italy

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• Cinzia Talamonti,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliations Dip. Scienze Biomediche Sperimentali e Cliniche "Mario Serio", Università degli Studi di Firenze,Viale Morgagni, Firenze, Istituto Nazionale di Fisica Nucleare, Sez. Firenze, Via Sansone 1, Sesto Fiorentino, Firenze

  https://orcid.org/0000-0003-2955-6451

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• Mauro Iori,

  Roles Data curation, Formal analysis, Writing – review & editing

  Affiliation Medical Physics Unit, Azienda USL-IRCCS di Reggio Emilia, Reggio Emilia, Italy

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• Sabina Tangaro,

  Roles Conceptualization, Data curation, Formal analysis, Supervision, Writing – review & editing

  Affiliation Dipartimento di Fisica Applicata, Università degli Studi di Bari Aldo Moro, Bari, Italy

  https://orcid.org/0000-0002-1372-3916

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• Michele Avanzo ,

  Roles Conceptualization, Data curation, Formal analysis, Supervision, Writing – review & editing

  * E-mail: michele.maddalo@ymail.com (MM); mavanzo@cro.it (MA)

  Affiliation Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Via F. Gallini, Aviano, Italy

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•  [ ... ],
• Raffaella Massafra

  Roles Conceptualization, Data curation, Formal analysis, Resources, Supervision, Writing – original draft, Writing – review & editing

  Affiliation Laboratorio Biostatistica e Bioinformatica, I.R.C.C.S. Istituto Tumori ‘Giovanni Paolo II’, Bari, Italy

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