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• PO:31:168 | Risk factors for cancer in systemic sclerosis, impact on disease phenotype and prognosis, and proposal of machine learning-based personalized screening strategies: insights from an EUSTAR study Antonio Tonutti^1|2, Francesca Motta^1|2, Stefano Erba^1|2, Britta Maurer³, Cristiana Sieiro Santos³, Duygu Temiz Karadag³, Elena Rezus³, Elisabetta Zanatta³, Fabiola Atzeni³, Francesco Benvenuti³, Gabor Kumanovics³, Gabriella Szucs³, Gianluca Moroncini³, Gonçalo Boleto³, Leila Caillault³, Lilian Maria Lopez Nunez³, Masataka Kuwana³, Massimiliano Limonta³, Maurizio Cutolo³, Oliver Distler³, Radim Bevcar³, Roberto Giacomelli³, Rossella De Angelis³, Serena Guiducci³, Stefano Stano³, Valeria Riccieri³, Yasser El Miedany³, Sophie Blaise³, Carlo Selmi^1|2, Maria De Santis^1|2 | ¹Department of Biomedical Sciences, Humanitas University Pieve Emanuele, Milan, Italy; ²Rheumatology and Clinical Immunology, IRCCS Humanitas Research Hospital Rozzano, Milan, Italy; ³EUSTAR collaborators EUSTAR * OTHER

  Società Italiana di Reumatologia

  18-03-2026

  https://doi.org/10.4081/reumatismo.2025.2367

  30

• CO:05:3 | Radiomics and machine learning for differentiating rheumatoid arthritis-associated interstitial lung disease and idiopathic pulmonary fibrosis with usual interstitial pneumonia pattern Vincenzo Venerito¹, Chiara Nani², Andreina Manfredi³, Marco Fornaro¹, Giuseppe Lopalco¹, Florenzo Iannone¹, Cecilia Burattini², Marco Sebastiani⁴. | ¹Rheumatology Unit, University of Bari; ²Respiratory Unit, Guglielmo da Saliceto Civil Hospital, Piacenza; ³Rheumatology Unit, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia; ⁴Rheumatology Unit, AUSL Piacenza, University of Parma, Italy

  Società Italiana di Reumatologia

  25-11-2025

  https://doi.org/10.4081/reumatismo.2025.1972

  221

• CO:05:1 | Predicting one-year disease activity in systemic lupus erythematosus using machine learning and explainable AI Pier Giacomo Cerasuolo¹, Augusta Ortolan¹, Livia Lilli², Laura Antenucci², Carlotta Maschiocchi², Jacopo Lenkowicz², Lucia Lanzo¹, Luca Petricca¹, Maria Rita Gigante¹, Vivianaantonella Pacucci¹, Pierluigi Rizzuti¹, Rebecca Ventura¹, Silvia Piunno¹, Cesare Gavotti¹, Marco Gorini³, Gabriella Castellino³, Alfredo Cesario², Stefano Patarnello², Silvia Laura Bosello¹, Maria Antonietta D'Agostino¹. | ¹UOC di Reumatologia ed Immunologia Clinica, Fondazione Policlinico A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, Roma; ²Gemelli Generator, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma; ³AstraZeneca Italy, MIND, Milano, Italy

  Società Italiana di Reumatologia

  25-11-2025

  https://doi.org/10.4081/reumatismo.2025.1970

  233

• PO:36:251 | Rheumatoid factor predicts vasculitis relapse in eosinophilic granulomatosis with polyangiitis: a machine learning approach Luca Iorio¹, Federica Davanzo¹, Giulia Lorenzoni², Eleonora Fiorin¹, Marta Codirenzi¹, Roberta Prevedello¹, Debora Campaniello¹, Dario Gregori², Roberto Padoan¹, Andrea Doria¹. | ¹Rheumatology Unit, DIMED, University of Padova, Padova, Italy; ²Unit of Biostatistics, Epidemiology and Public Health, DCTV, University of Padova, Padova, Italy.

  Società Italiana di Reumatologia

  25-11-2025

  https://doi.org/10.4081/reumatismo.2025.2095

  189

• PO:14:204 | Risk stratification in systemic lupus erythematosus patients: improving the performances of a prediction model Lucia Lanzo¹, Silvia Laura Bosello¹, Livia Lilli², Laura Antenucci², Carlotta Masciocchi², Marco Gorini³, Gabriella Castellino³, Luca Petricca¹, Maria Rita Gigante¹, Vivianaantonella Pacucci¹, Pier Giacomo Cerasuolo¹, Silvia Piunno¹, Francesco Cristiano¹, Cesare Gavotti¹, Pier Luigi Rizzuti¹, Rebecca Ventura¹, Jacopo Lenkowicz², Alfredo Cesario², Stefano Patarnello², Maria Antonietta D'Agostino¹. | ¹UOC di Reumatologia e Immunologia clinica - Fondazione Policlinico Universitario A. Gemelli IRCSS, UCSC, Roma, Italy; ²Fondazione Policlinico Universitario Agostino Gemelli IRCSS, Roma, Italy; ³AstraZeneca MIND, Milano, Italy.

  Società Italiana di Reumatologia

  25-11-2025

  https://doi.org/10.4081/reumatismo.2025.2033

  174

• PO:26:096 | From free text to diagnosis: a Natural Language Processing approach for identifying rheumatoid and psoriatic arthritis in the Emergency Department Antonio Tonutti^1|2, Pierandrea Morandini³, Cosimo Faeti³, Nicoletta Luciano^1|2, Saverio D'Amico³, Antonio Voza^1|4, Victor Savevski³, Carlo Selmi^1|2 | ¹Department of Biomedical Sciences, Humanitas University Pieve Emanuele, Milan, Italy; ²Rheumatology and Clinical Immunology, IRCCS Humanitas Research Hospital Rozzano, Milan, Italy; ³Artificial Intelligence Unit, IRCCS Humanitas Research Hospital Rozzano, Milan, Italy; ⁴Emergency Department, IRCCS Humanitas Research Hospital Rozzano, Milan, Italy

  Società Italiana di Reumatologia

  18-03-2026

  https://doi.org/10.4081/reumatismo.2025.2357

  46

• PO:08:124 | An exploratory analysis of risk factors for methotrexate-associated osteopathy: a retrospective study Federico Aldegheri¹, Francesca Ruzzon¹, Matteo Appoloni¹, Maurizio Rossini¹, Giovanni Adami¹, Davide Gatti¹, Ombretta Viapiana¹, Angelo Fassio¹ | ¹Università di Verona, Italy

  Società Italiana di Reumatologia

  18-03-2026

  https://doi.org/10.4081/reumatismo.2025.2308

  44

• CO:12:4 | Predicting 12-month clinical relapse in Takayasu arteritis using ^[18F]FDG PET and convolutional neural networks Alessandro Tomelleri¹, Carolina Bezzi², Sara Resta², Corrado Campochiaro¹, Federico Fallanca², Elena Baldissera¹, Samuele Ghezzo², Nicola Farina¹, Arturo Chiti², Paola Mapelli², Marco Matucci-Cerinic¹, Maria Picchio², Lorenzo Dagna¹. | ¹IRCCS Ospedale San Raffaele, Unità di Immunologia Reumatologia Allergologia e Malattie Rare, Milano; ²IRCCS Ospedale San Raffaele, Unità di Medicina Nucleare, Milano, Italy

  Società Italiana di Reumatologia

  25-11-2025

  https://doi.org/10.4081/reumatismo.2025.1998

  180