Applicability of an unsupervised cluster model developed on first wave COVID-19 patients in second/third wave critically ill patients Alejandro Rodríguez; Josep Gómez; Álvaro Franquet; Sandra Trefler; Emili Díaz; Jordi Sole-Violán; Rafael Zaragoza; Elisabeth Papiol; Borja Suberviola; Montserrat Vallverdú; María Jimenez-Herrera; Antonio Albaya-Moreno; Alfonso Canabal Berlanga; María del Valle Ortíz; Juan Carlos Ballesteros; Lucía López Amor; Susana Sancho Chinesta; Maria de Alba-Aparicio; Angel Estella; Ignacio Martín-Loeches; María Bodi;

Prediction and simulation of PEEP setting effects with machine learning models Claas Händel; Inéz Frerichs; Norbert Weiler; Björn Bergh;

Association of obesity on the outcome of critically ill patients affected by COVID-19 Alejandro Rodríguez; Ignacio Martín-Loeches; Gerard Moreno; Emili Díaz; Cristina Ferré; Melina Salgado; Judith Marín-Corral; Angel Estella; Jordi Solé-Violán; Sandra Trefler; Rafael Zaragoza; Lorenzo Socias; Marcio Borges-Sa; Marcos I Restrepo; Juan J Guardiola; Luis F Reyes; Antonio Albaya-Moreno; Alfonso Canabal Berlanga; María del Valle Ortiz; Juan Carlos Ballesteros; Susana Sancho Chinesta; Juan Carlos Pozo Laderas; Josep Gómez; María Bodí;