Application of machine learning techniques to explore the occurrence of macrophage activation syndrome in Still’s disease: results from the GIRRCS AOSD Study Group and the AIDA Network Still’s Disease Registry

ObjectivesThis study aims to explore the application of machine learning techniques in assessing macrophage activation syndrome (MAS) in Still’s disease.MethodsA multicenter, observational, prospective study was conducted, including patients with Still’s disease enrolled in the Gruppo Italiano di Ri...

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Hauptverfasser:	Piero Ruscitti, Francesco Masedu, Antonio Vitale, Valeria Caggiano, Ilenia Di Cola, Fabiola Atzeni, Jessica Sbalchiero, Giuseppe Lopalco, Florenzo Iannone, Maria Morrone, Daniela Iacono, Flavia Riccio, Mariachiara Visconti, Carla Gaggiano, Francesco Caso, Giacomo Emmi, Andrea Hinojosa-Azaola, Jiram Torres-Ruiz, Eduardo Martín-Nares, Giuliana Guggino, Lidia La Barbera, Ezgi D. Batu, Seza Ozen, Petros P. Sfikakis, Luca Navarini, Luisa Costa, Abdurrahman Tufan, Ibrahim Yahya Cakir, Federico Perosa, José Hernández-Rodríguez, Marcella Prete, Lorenzo Dagna, Corrado Campochiaro, Francesco Ursini, Paolo Sfriso, Sara Bindoli, Henrique A. Mayrink Giardini, Lampros Fotis, Katerina Kourtesi, Gaafar Ragab, Mahmoud Ghanema, Moustafa Ali Saad, Haner Direskeneli, Anastasios Karamanakos, Alessandro Conforti, Francesco La Torre, Micol Frassi, Marcello Govoni, Paola Parronchi, Piercarlo Sarzi-Puttini, Maria Cristina Maggio, Serena Bugatti, Ludovico De Stefano, Jacopo Pelizza, Elena Bartoloni, Donato Rigante, Annamaria Iagnocco, Ombretta Viapiana, Ewa Wiesik-Szewczyk, Joanna Makowska, Özgül Soysal Gündüz, Şükran Erten, Benson Ogunjimi, Gian Domenico Sebastiani, Emanuela Del Giudice, Edoardo Biancalana, Giovanni Conti, Ibrahim A. AlMaghlouth, Luciana Breda, Antonio Gidaro, Patrizia Barone, Alma Nunzia Olivieri, Francesco Carubbi, Amato De Paulis, Maria Sole Chimenti, Alberto Lo Gullo, Samar Tharwat, Maissa Thabet, Abdelhfeez Moshrif, Maria Alessio, Angela Mauro, Benoit Suzon, Valentina Pucino, Oksana Boyarchuk, Tetiana Kovalchuk, Cemal Bes, Rabia Deniz, Sulaiman M. Al-Mayouf, Paola Cipriani, Marco Valenti, Alberto Balistreri, Claudia Fabiani, Francesco Ciccia, Carlomaurizio Montecucco, Roberto Giacomelli, Bruno Frediani, Luca Cantarini
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Frontiers Media S.A. 2026-04-01
Schriftenreihe:	Frontiers in Immunology
Schlagworte:	Still’s disease systemic juvenile idiopathic arthritis adult onset Still’s disease macrophage activation syndrome machine learning
Online-Zugang:	https://www.frontiersin.org/articles/10.3389/fimmu.2026.1811317/full
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