David Gómez Guillén
David Gómez holds a Computer Science degree (Polytechnical University of Catalonia-UPC, Barcelona, 2010) and a Telecommunications Engineering degree (Polytechnical University of Catalonia-UPC, Barcelona, 2014).
As his final degree project in Telecommunications Engineering and other subsequent publications, he worked on the comparative analysis of different classification and regression machine learning models. In 2014 he was the co-founder of Proteus Intelligent Security, a start-up company focused on the use of predictive models to help private security companies in resource allocation. During this time, he was also the lead developer of the Krimtrack software system, the main product and service of the company.
In June 2016 he joined the Cancer Epidemiology Research Program (PREC) in the Catalan Institute of Oncology (ICO), where he worked in the HPV Information Centre project to assist in the development of the technical infrastructure to generate scientific reports and data query systems. He also assisted and developed technological solutions for other groups within the program.
Since September 2018, he is a member of the Health Economics in Cancer Research group (HECR). His work consists in developing mathematical models to evaluate the cost-effectiveness of cancer screening strategies for different projects.
Gómez D, Rojas A. An empirical overview of the no free lunch theorem and its effect on real-world machine learning classification. Neural Computation. 2016 Jan;28(1):216-28. doi: 10.1162/NECO_a_00793
Gómez D, Rojas A. A meta-analysis on classification model performance in real-world datasets: an exploratory view. Applied Artificial Intelligence. 2018 Feb; 31:715-732. doi: 10.1080/08839514.2018.1430993
Peremiquel-Trillas P, Gómez-Guillén D, Martínez JM, et al. Cost-effectiveness analysis of molecular testing in minimally invasive samples to detect endometrial cancer in women with postmenopausal bleeding. Br J Cancer (2023) doi: 10.1038/s41416-023-02291-1
Diaz M, Garcia M, Vidal C, Santiago A, Gnutti G, Gómez-Guillén D, et al. Health and economic impact at a population level of both primary and secondary preventive lung cancer interventions: a model-based cost-effectiveness analysis. Lung Cancer 159, 153-161. doi: 10.1016/j.lungcan.2021.06.027
Peremiquel-Trillas P, Paytubi S, Pelegrina B, Frias-Gomez J, Carmona A, (...) Gómez-Guillén D, et al. An Integrated Approach for the Early Detection of Endometrial and Ovarian Cancers (Screenwide Study): Rationale, Study Design and Pilot Study. Journal of Personalized Medicine 12 (7), 1074. doi: 10.3390/jpm12071074