Deep Learning: A Review for the Radiation Oncologist by Luca Boldrini, Jean-Emmanuel Bibault, Carlotta Masciocchi, Yanting Shen, Martin-Immanuel Bittner

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A process mining approach for clinical guidelines compliance: real-world application in rectal cancer by Mariachiara Savino, Giuditta Chiloiro, Carlotta Masciocchi, Nikola Dino Capocchiano, Jacopo Lenkowicz, Benedetta Gottardelli, Maria Antonietta Gambacorta, Vincenzo Valentini, Andrea Damiani

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Predictive models in SMA II natural history trajectories using machine learning: A proof of concept study. by Giorgia Coratti, Jacopo Lenkowicz, Stefano Patarnello, Consolato Gullì, Maria Carmela Pera, Carlotta Masciocchi, Riccardo Rinaldi, Valeria Lovato, Antonio Leone, Alfredo Cesario, Eugenio Mercuri

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A Machine Learning Predictive Model of Bloodstream Infection in Hospitalized Patients by Rita Murri, Giulia De Angelis, Laura Antenucci, Barbara Fiori, Riccardo Rinaldi, Massimo Fantoni, Andrea Damiani, Stefano Patarnello, Maurizio Sanguinetti, Vincenzo Valentini, Brunella Posteraro, Carlotta Masciocchi

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Nomogram for predicting radiation maculopathy in patients treated with Ruthenium-106 plaque brachytherapy for uveal melanoma by Luca Tagliaferri, Monica Maria Pagliara, Carlotta Masciocchi, Andrea Scupola, Luigi Azario, Gabriela Grimaldi, Rosa Autorino, Maria Antonietta Gambacorta, Antonio Laricchiuta, Luca Boldrini, Vincenzo Valentini, Maria Antonietta Blasi

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A distributed feature selection pipeline for survival analysis using radiomics in non-small cell lung cancer patients by Benedetta Gottardelli, Varsha Gouthamchand, Carlotta Masciocchi, Luca Boldrini, Antonella Martino, Ciro Mazzarella, Mariangela Massaccesi, René Monshouwer, Jeroen Findhammer, Leonard Wee, Andre Dekker, Maria Antonietta Gambacorta, Andrea Damiani

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Predicting Radiotherapy Impact on Late Bladder Toxicity in Prostate Cancer Patients: An Observational Study by Francesco Catucci, Anna Rita Alitto, Carlotta Masciocchi, Nicola Dinapoli, Roberto Gatta, Antonella Martino, Ciro Mazzarella, Bruno Fionda, Vincenzo Frascino, Antonio Piras, Andrea D’Aviero, Francesco Preziosi, Giovanni Palazzoni, Vincenzo Valentini, Giovanna Mantini

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pCR and 2-Year Disease-Free Survival: A Combination of the Two Endpoints as a New Classification for Locally Advanced Rectal Cancer Patients—An Updated Pooled Analysis of Eleven In... by Maria Antonietta Gambacorta, Giuditta Chiloiro, Carlotta Masciocchi, Silvia Mariani, Angela Romano, Alessandra Gonnelli, Jean-Pierre Gerard, Samuel Ngan, Claus Rödel, Krzysztof Bujko, Robert Glynne-Jones, Johan van Soest, Andre Dekker, Andrea Damiani, Vincenzo Valentini

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Preliminary Data Analysis in Healthcare Multicentric Data Mining: a Privacy-preserving Distributed Approach by Andrea Damiani, Carlotta Masciocchi, Luca Boldrini, Roberto Gatta, Nicola Dinapoli, Jacopo Lenkowicz, Giuditta Chiloiro, Maria Antonietta Gambacorta, Luca Tagliaferri, Rosa Autorino, Monica Maria Pagliara, Maria Antonietta Blasi, Johan van Soest, Andre Dekker, Vincenzo Valentini

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Multidisciplinary Tumor Board Smart Virtual Assistant in Locally Advanced Cervical Cancer: A Proof of Concept by Gabriella Macchia, Gabriella Ferrandina, Gabriella Ferrandina, Stefano Patarnello, Rosa Autorino, Carlotta Masciocchi, Vincenzo Pisapia, Cristina Calvani, Chiara Iacomini, Alfredo Cesario, Luca Boldrini, Benedetta Gui, Vittoria Rufini, Maria Antonietta Gambacorta, Giovanni Scambia, Giovanni Scambia, Vincenzo Valentini

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Eligibility for the 4 Pharmacological Pillars in Heart Failure With Reduced Ejection Fraction at Discharge by Domenico D'Amario, Daniele Rodolico, Agni Delvinioti, Renzo Laborante, Chiara Iacomini, Carlotta Masciocchi, Attilio Restivo, Giuseppe Ciliberti, Mattia Galli, Antonio Donato Paglianiti, Antonio Iaconelli, Andrea Zito, Jacopo Lenkowicz, Stefano Patarnello, Alfredo Cesario, Vincenzo Valentini, Filippo Crea

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GENERATOR Breast DataMart—The Novel Breast Cancer Data Discovery System for Research and Monitoring: Preliminary Results and Future Perspectives by Fabio Marazzi, Luca Tagliaferri, Valeria Masiello, Francesca Moschella, Giuseppe Ferdinando Colloca, Barbara Corvari, Alejandro Martin Sanchez, Nikola Dino Capocchiano, Roberta Pastorino, Chiara Iacomini, Jacopo Lenkowicz, Carlotta Masciocchi, Stefano Patarnello, Gianluca Franceschini, Maria Antonietta Gambacorta, Riccardo Masetti, Vincenzo Valentini

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SKIN-COBRA (Consortium for Brachytherapy data Analysis) ontology: The first step towards interdisciplinary standardized data collection for personalized oncology in skin cancer by Valentina Lancellotta, Jose Luis Guinot, Bruno Fionda, Agata Rembielak, Alessandro Di Stefani, Stefano Gentileschi, Francesco Federico, Ernesto Rossi, Benjamin Guix, Artur Jan Chyrek, Arenas Meritxell, Silvia Villalba, Giuseppe Colloca, Nicola Dinapoli, Carlotta Masciocchi, Jacopo Lenkowicz, Nicola Capocchiano, Andrea Damiani, Vincenzo Valentini, Gyorgy Kovacs, Luca Tagliaferri

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GENERATOR HEART FAILURE DataMart: An integrated framework for heart failure research by Domenico D’Amario, Domenico D’Amario, Domenico D’Amario, Renzo Laborante, Agni Delvinioti, Jacopo Lenkowicz, Chiara Iacomini, Carlotta Masciocchi, Alice Luraschi, Andrea Damiani, Daniele Rodolico, Attilio Restivo, Giuseppe Ciliberti, Donato Antonio Paglianiti, Francesco Canonico, Stefano Patarnello, Alfredo Cesario, Vincenzo Valentini, Giovanni Scambia, Filippo Crea, Filippo Crea

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Bayesian network structure for predicting local tumor recurrence in rectal cancer patients treated with neoadjuvant chemoradiation followed by surgery by Biche Osong, Carlotta Masciocchi, Andrea Damiani, Inigo Bermejo, Elisa Meldolesi, Giuditta Chiloiro, Maaike Berbee, Seok Ho Lee, Andre Dekker, Vincenzo Valentini, Jean-Pierre Gerard, Claus Rödel, Krzysztof Bujko, Cornelis van de Velde, Joakim Folkesson, Aldo Sainato, Robert Glynne-Jones, Samuel Ngan, Morten Brændengen, David Sebag-Montefiore, Johan van Soest

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The Assisi Think Tank Meeting Breast Large Database for Standardized Data Collection in Breast Cancer—ATTM.BLADE by Fabio Marazzi, Valeria Masiello, Carlotta Masciocchi, Mara Merluzzi, Simonetta Saldi, Paolo Belli, Luca Boldrini, Nikola Dino Capocchiano, Alba Di Leone, Stefano Magno, Elisa Meldolesi, Francesca Moschella, Antonino Mulé, Daniela Smaniotto, Daniela Andreina Terribile, Luca Tagliaferri, Gianluca Franceschini, Maria Antonietta Gambacorta, Riccardo Masetti, Vincenzo Valentini, Philip M. P. Poortmans, Cynthia Aristei

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Myocardial Injury Portends a Higher Risk of Mortality and Long-Term Cardiovascular Sequelae after Hospital Discharge in COVID-19 Survivors by Riccardo Rinaldi, Mattia Basile, Carmine Salzillo, Domenico Luca Grieco, Andrea Caffè, Carlotta Masciocchi, Livia Lilli, Andrea Damiani, Giulia La Vecchia, Giulia Iannaccone, Alice Bonanni, Gennaro De Pascale, Rita Murri, Massimo Fantoni, Giovanna Liuzzo, Tommaso Sanna, Massimo Massetti, Antonio Gasbarrini, Vincenzo Valentini, Massimo Antonelli, Filippo Crea, Rocco Antonio Montone, on behalf of the Gemelli against COVID Group

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A machine-learning parsimonious multivariable predictive model of mortality risk in patients with Covid-19 by Rita Murri, Jacopo Lenkowicz, Carlotta Masciocchi, Chiara Iacomini, Massimo Fantoni, Andrea Damiani, Antonio Marchetti, Paolo Domenico Angelo Sergi, Giovanni Arcuri, Alfredo Cesario, Stefano Patarnello, Massimo Antonelli, Rocco Bellantone, Roberto Bernabei, Stefania Boccia, Paolo Calabresi, Andrea Cambieri, Roberto Cauda, Cesare Colosimo, Filippo Crea, Ruggero De Maria, Valerio De Stefano, Francesco Franceschi, Antonio Gasbarrini, Ornella Parolini, Luca Richeldi, Maurizio Sanguinetti, Andrea Urbani, Maurizio Zega, Giovanni Scambia, Vincenzo Valentini, The Gemelli against Covid Group

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Time to surgery and pathologic complete response after neoadjuvant chemoradiation in rectal cancer: A population study on 2094 patients by Gabriella Macchia, Maria Antonietta Gambacorta, Carlotta Masciocchi, Giuditta Chiloiro, Giovanna Mantello, Maika di Benedetto, Marco Lupattelli, Elisa Palazzari, Liliana Belgioia, Almalina Bacigalupo, Aldo Sainato, Sabrina Montrone, Lucia Turri, Angela Caroli, Antonino De Paoli, Fabio Matrone, Carlo Capirci, Giampaolo Montesi, Rita Marina Niespolo, Mattia Falchetto Osti, Luciana Caravatta, Alessandra Galardi, Domenico Genovesi, Maria Elena Rosetto, Caterina Boso, Piera Sciacero, Lucia Giaccherini, Salvatore Parisi, Antonella Fontana, Francesco Romeo Filippone, Vincenzo Picardi, Alessio Giuseppe Morganti, Vincenzo Valentini

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