Castells, Xavier; Garcia-Gomez, Juan M; Navarro, Alfredo; Acebes, Juan José; Godino, Óscar; Boluda, Susana; Barceló, Anna; Robles, Montserrat; Ariño, Joaquín; Arús, Carles(Lippincott Williams & Wilkins, 2009-12)
[EN] Aims: Gene signatures obtained from microarray experiments may be of use to improve the prediction of brain tumor diagnosis. Nevertheless, automated and objective prediction with accuracy comparable to or better than ...
Object: This study demonstrates that 3T SV-MRS data can be used with the currently available automatic brain tumour diagnostic classifiers which were trained on databases of 1.5T spectra. This will allow the existing large ...
González-Vélez, Horacio; Mier, Mariola; Julià-Sapé, Margarida; Arvanitis, Theodoros N.; García Gómez, Juan Miguel; Robles Viejo, Monserrat; Lewis, Paul H.; Dasmahapatra, Srinandan; Dupplaw, David; Peet, Andrew Charles; Arús, Carles; Celda Muñoz, Bernardo; Van Huffel, Sabine; Lluch-Ariet, Magí(2009)
[EN] We present an agent-based distributed decision support system for the diagnosis and prognosis of brain tumors developed by the HealthAgents project. HealthAgents is a European Union funded research project, which aims ...
In the last decade, machine learning (ML) techniques have been used for developing classifiers for automatic brain tumour diagnosis. However, the development of these ML models rely on a unique training set and learning ...
[EN] Automatic brain tumor classification by MRS has been under development for more than a decade. Nonetheless, to our knowledge, there are no published evaluations of predictive models with unseen cases that are subsequently ...
García-Gómez, Juan M; Tortajada, Salvador; Vidal, César; Julià -Sapé, Margalida; Luts, Jan; Moreno-Torres, Àngel; Van Huffel, Sabine; Arús, Carles; Robles Viejo, Montserrat(John Wiley & Sons, 2008-12)
[EN] H-1 MRS is becoming an accurate, non-invasive technique for initial examination of brain masses. We investigated if the combination of single-voxel H-1 MRS at 1.5 T at two different (TEs), short TE (PRESS or STEAM, ...