Fernando García Gutiérrez

Passionate researcher with a deep focus on applying Artificial Intelligence (AI) to the field of Neurology, particularly in understanding and diagnosing neurodegenerative diseases. As a PhD candidate in Computer Science, I’ve dedicated my work to exploring innovative approaches in neuroimaging and speech processing, using AI to explore new insights into cognitive impairment. I’ve contributed to numerous high-impact publications and participated in international projects, always driven by a desire to push the boundaries of medical research.

news

Dec 17, 2025	Publication “Deep multimodal learning for domain-level cognitive decline prediction in Alzheimers disease”. Frontiers in Artificial Intelligence
Oct 09, 2025	Publication “Federated learning for cognitive impairment detection using speech data”. Frontiers in Artificial Intelligence

selected publications

Neuroimaging

Deep multimodal learning for domain-level cognitive decline prediction in Alzheimer\’disease

Fernando Garcı́a-Gutiérrez, Jordi A Matias-Guiu, and José Ayala

Frontiers in Artificial Intelligence, 2025

Bib

@article{garcia2025deep,
  title = {Deep multimodal learning for domain-level cognitive decline prediction in Alzheimer\' disease},
  author = {Garc{\'\i}a-Guti{\'e}rrez, Fernando and Matias-Guiu, Jordi A and Ayala, Jos{\'e}},
  journal = {Frontiers in Artificial Intelligence},
  volume = {8},
  pages = {1731062},
  year = {2025},
  publisher = {Frontiers},
  doi = {10.3389/frai.2025.1731062},
}

Neuroimaging

Data-driven prediction of regional brain metabolism using neuropsychological assessment in Alzheimerś disease and behavioral variant Frontotemporal dementia

Josefa Dı́az-Álvarez, Fernando Garcı́a-Gutiérrez, Pedro Bueso-Inchausti, and 8 more authors

Cortex, 2025

Bib

@article{diaz2025data,
  title = {Data-driven prediction of regional brain metabolism using neuropsychological assessment in Alzheimer\'s disease and behavioral variant Frontotemporal dementia},
  author = {D{\'\i}az-{\'A}lvarez, Josefa and Garc{\'\i}a-Guti{\'e}rrez, Fernando and Bueso-Inchausti, Pedro and Cabrera-Mart{\'\i}n, Mar{\'\i}a Nieves and Delgado-Alonso, Cristina and Delgado-Alvarez, Alfonso and Diez-Cirarda, Maria and Valls-Carbo, Adrian and Fern{\'a}ndez-Romero, Lucia and Valles-Salgado, Maria and others},
  journal = {Cortex},
  volume = {183},
  pages = {309--325},
  year = {2025},
  publisher = {Elsevier},
  doi = {10.1016/j.cortex.2024.11.022},
}

Neuroimaging

Predicting changes in brain metabolism and progression from mild cognitive impairment to dementia using multitask Deep Learning models and explainable AI

Fernando Garcı́a-Gutiérrez, Laura Hernández-Lorenzo, Marı́a Nieves Cabrera-Martı́n, and 4 more authors

NeuroImage, 2024

Bib

@article{garcia2024predicting,
  title = {Predicting changes in brain metabolism and progression from mild cognitive impairment to dementia using multitask Deep Learning models and explainable AI},
  author = {Garc{\'\i}a-Guti{\'e}rrez, Fernando and Hern{\'a}ndez-Lorenzo, Laura and Cabrera-Mart{\'\i}n, Mar{\'\i}a Nieves and Matias-Guiu, Jordi A and Ayala, Jos{\'e} L and Initiative, Alzheimer\'s Disease Neuroimaging and others},
  journal = {NeuroImage},
  volume = {297},
  pages = {120695},
  year = {2024},
  publisher = {Elsevier},
  doi = {10.1016/j.neuroimage.2024.120695},
}

Speech

Unveiling the sound of the cognitive status: Machine Learning-based speech analysis in the Alzheimerś disease spectrum

Fernando Garcı́a-Gutiérrez, Montserrat Alegret, Marta Marquié, and 8 more authors

Alzheimerś Research & Therapy, 2024

Bib

@article{garcia2024unveiling,
  title = {Unveiling the sound of the cognitive status: Machine Learning-based speech analysis in the Alzheimer\'s disease spectrum},
  author = {Garc{\'\i}a-Guti{\'e}rrez, Fernando and Alegret, Montserrat and Marqui{\'e}, Marta and Mu{\~n}oz, Nathalia and Ortega, Gemma and Cano, Amanda and De Rojas, Itziar and Garc{\'\i}a-Gonz{\'a}lez, Pablo and Oliv{\'e}, Cl{\`a}udia and Puerta, Raquel and others},
  journal = {Alzheimer\'s Research \& Therapy},
  volume = {16},
  number = {1},
  pages = {26},
  year = {2024},
  publisher = {Springer},
  doi = {10.1186/s13195-024-01394-y},
}