Lexomics, or why to extract relevant information from radiology reports through LLMs.

Antonio Luna https://orcid.org/0000-0001-9358-3396 https://www.wikidata.org/entity/Q84600976

Teodoro Martín-Noguerol Pilar López-Úbeda Carolina Díaz-Angulo Antonio Luna Lexomics, or why to extract relevant information from radiology reports through LLMs. 2026 February 223-225 21 Int. J. Comput. Assist. Radiol. Surg. 2 https://doi.org/10.1007/s11548-025-03521-y db/journals/cars/cars21.html#MartinNoguerolLDL26 streams/journals/cars

Teodoro Martín-Noguerol Félix Paulano-Godino Pilar López-Úbeda Roy F. Riascos Antonio Luna Relevance of advanced imaging analysis units in radiology departments: a narrative review. 2026 March 443-455 21 Int. J. Comput. Assist. Radiol. Surg. 3 https://doi.org/10.1007/s11548-025-03529-4 db/journals/cars/cars21.html#MartinNoguerolPLRL26 streams/journals/cars

Pilar López-Úbeda Teodoro Martín-Noguerol Antonio Luna Environmental and economic costs behind LLMs. 2026 March 661-663 21 Int. J. Comput. Assist. Radiol. Surg. 3 https://doi.org/10.1007/s11548-026-03568-5 db/journals/cars/cars21.html#LopezUbedaML26 streams/journals/cars

Pilar López-Úbeda Teodoro Martín-Noguerol Antonio Luna Integrating semantic retrieval and chain-of-thought reasoning in small language models for SNOMED CT normalization. 2026 106340 211 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2026.106340 db/journals/ijmi/ijmi211.html#LopezUbedaML26 streams/journals/ijmi

Mariia Chizhikova Pilar López-Úbeda Teodoro Martín-Noguerol Manuel Carlos Díaz-Galiano Luis Alfonso Ureña López Antonio Luna María Teresa Martín Valdivia Automatic TNM staging of colorectal cancer radiology reports using pre-trained language models. 108515 2025 259 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2024.108515 db/journals/cmpb/cmpb259.html#ChizhikovaLMDLLV25 streams/journals/cmpb

Pilar López-Úbeda Teodoro Martín-Noguerol Antonio Luna Mistral in Radiology: AI -Powered Classification of Normal and Abnormal Reports. 2025 35 Int. J. Imaging Syst. Technol. 6 https://doi.org/10.1002/ima.70251 db/journals/imst/imst35.html#LopezUbedaML25 streams/journals/imst

Pilar López-Úbeda Teodoro Martín-Noguerol Félix Paulano-Godino Antonio Luna Comparative evaluation of image-based vs. text-based vs. multimodal AI approaches for automatic breast density assessment in mammograms. 108334 2024 255 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2024.108334 db/journals/cmpb/cmpb255.html#LopezUbedaMPL24 streams/journals/cmpb

Pilar López-Úbeda Teodoro Martín-Noguerol Carolina Díaz-Angulo Antonio Luna Evaluation of large language models performance against humans for summarizing MRI knee radiology reports: A feasibility study. 105443 2024 187 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2024.105443 db/journals/ijmi/ijmi187.html#LopezUbedaMDL24

Roberto Garcia-Figueiras Laura Oleaga Jordi Broncano Gonzalo Tardáguila Gabriel Fernández-Pérez Eliseo Vañó Eloísa Santos-Armentia Ramiro Méndez Antonio Luna Sandra Baleato-Gonzalez What to Expect (and What Not) from Dual-Energy CT Imaging Now and in the Future? 154 2024 July 10 J. Imaging 7 https://doi.org/10.3390/jimaging10070154 db/journals/jimaging/jimaging10.html#GarciaFigueirasOBTFVSML24 streams/journals/jimaging

Jaime Collado-Montañez Pilar López-Úbeda Mariia Chizhikova Manuel Carlos Díaz-Galiano Luis Alfonso Ureña López Teodoro Martín-Noguerol Antonio Luna María Teresa Martín Valdivia Automatic text classification of prostate cancer malignancy scores in radiology reports using NLP models. 3373-3383 2024 November 62 Medical Biol. Eng. Comput. 11 https://doi.org/10.1007/s11517-024-03131-x db/journals/mbec/mbec62.html#ColladoMontanezLCDLMLV24 streams/journals/mbec

R. López Francisco Jesús Martínez-Murcia Javier Ramírez 0001 Teodoro Martín-Noguerol Félix Paulano-Godino Antonio Luna J. M. Górriz Fermín Segovia PDBIGDATA: A New Database for Parkinsonism Research Focused on Large Models. 182-190 2024 IWINAC https://doi.org/10.1007/978-3-031-61140-7_18 conf/iwinac/2024-1 db/conf/iwinac/iwinac2024-1.html#LopezMRMPLGS24

Mariia Chizhikova Pilar López-Úbeda Jaime Collado-Montañez Teodoro Martín-Noguerol Manuel Carlos Díaz-Galiano Antonio Luna Luis Alfonso Ureña López María Teresa Martín Valdivia CARES: A Corpus for classification of Spanish Radiological reports. 106581 2023 March 154 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2023.106581 db/journals/cbm/cbm154.html#ChizhikovaLCMDLLV23

Deevyankar Agarwal Manuel Álvaro Berbís Antonio Luna Vivian Lipari Julien Brito Ballester Isabel de la Torre Díez Automated Medical Diagnosis of Alzheimer's Disease Using an Efficient Net Convolutional Neural Network. 57 2023 December 47 J. Medical Syst. 1 https://doi.org/10.1007/s10916-023-01941-4 db/journals/jms/jms47.html#AgarwalBLLBD23

Juan Eloy Arco Andrés Ortiz 0001 Javier Ramírez 0001 Francisco Jesús Martínez-Murcia Yu-Dong Zhang 0001 Jordi Broncano Manuel Álvaro Berbís Javier Royuela-del-Val Antonio Luna Juan Manuel Górriz Probabilistic Combination of Non-Linear Eigenprojections For Ensemble Classification. 1431-1441 2023 October 7 IEEE Trans. Emerg. Top. Comput. Intell. 5 https://doi.org/10.1109/TETCI.2022.3210582 db/journals/tetci/tetci7.html#ArcoORMZBBRLG23

Pilar López-Úbeda Manuel Carlos Díaz-Galiano Teodoro Martín-Noguerol Antonio Luna Luis Alfonso Ureña López María Teresa Martín-Valdivia Automatic medical protocol classification using machine learning approaches. 105939 2021 200 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2021.105939 https://www.wikidata.org/entity/Q113321027 db/journals/cmpb/cmpb200.html#Lopez-UbedaDMLL21

Hamid Sarmadi Rafael Muñoz-Salinas Manuel Álvaro Berbís Antonio Luna Rafael Medina Carnicer Joint scene and object tracking for cost-Effective augmented reality guided patient positioning in radiation therapy. 106296 2021 209 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2021.106296 https://www.wikidata.org/entity/Q113320662 db/journals/cmpb/cmpb209.html#SarmadiMBLC21

Juan Eloy Arco Andrés Ortiz 0001 Javier Ramírez 0001 Francisco Jesús Martínez-Murcia Yu-Dong Zhang 0001 Jordi Broncano Manuel Álvaro Berbís Javier Royuela-del-Val Antonio Luna Juan Manuel Górriz Probabilistic combination of eigenlungs-based classifiers for COVID-19 diagnosis in chest CT images. 2021 abs/2103.02961 CoRR https://arxiv.org/abs/2103.02961 db/journals/corr/corr2103.html#abs-2103-02961

Hamid Sarmadi Rafael Muñoz-Salinas Manuel Álvaro Berbís Antonio Luna Rafael Medina Carnicer 3D Reconstruction and Alignment by Consumer RGB-D Sensors and Fiducial Planar Markers for Patient Positioning in Radiation Therapy. 2021 abs/2103.12162 CoRR https://arxiv.org/abs/2103.12162 db/journals/corr/corr2103.html#abs-2103-12162

Pilar López-Úbeda Manuel Carlos Díaz-Galiano Teodoro Martín-Noguerol Antonio Luna Luis Alfonso Ureña López María Teresa Martín-Valdivia COVID-19 detection in radiological text reports integrating entity recognition. 104066 2020 127 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2020.104066 https://www.wikidata.org/entity/Q101139286 db/journals/cbm/cbm127.html#Lopez-UbedaDMLL20

Pilar López-Úbeda Manuel Carlos Díaz-Galiano Teodoro Martín-Noguerol Luis Alfonso Ureña López María Teresa Martín Valdivia Antonio Luna Detection of unexpected findings in radiology reports: A comparative study of machine learning approaches. 113647 2020 160 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2020.113647 db/journals/eswa/eswa160.html#Lopez-UbedaDMLV20

Pilar López-Úbeda Manuel Carlos Díaz-Galiano Luis Alfonso Ureña López María Teresa Martín-Valdivia Teodoro Martín-Noguerol Antonio Luna Transfer learning applied to text classification in Spanish radiological reports. 29-32 2020 MultiligualBIO@LREC https://aclanthology.org/2020.multilingualbio-1.5/ conf/lrec/2020mlbio db/conf/lrec/mlbio2020.html#Lopez-UbedaDLMM20

Hamid Sarmadi Rafael Muñoz-Salinas Manuel Álvaro Berbís Antonio Luna Rafael Medina Carnicer Joint Scene and Object Tracking for Cost-Effective Augmented Reality Assisted Patient Positioning in Radiation Therapy. 2020 abs/2010.01895 CoRR https://arxiv.org/abs/2010.01895 db/journals/corr/corr2010.html#abs-2010-01895

Hamid Sarmadi Rafael Muñoz-Salinas Manuel Álvaro Berbís Antonio Luna Rafael Medina Carnicer 3D Reconstruction and alignment by consumer RGB-D sensors and fiducial planar markers for patient positioning in radiation therapy. 2019 180 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2019.105004 https://www.wikidata.org/entity/Q92674045 db/journals/cmpb/cmpb180.html#SarmadiMBLC19

Deevyankar Agarwal Juan Eloy Arco Sandra Baleato-Gonzalez Julien Brito Ballester Manuel Álvaro Berbís Jordi Broncano CabreroJordi Broncano Rafael Medina Carnicer Mariia Chizhikova Jaime Collado-Montañez Carolina Díaz-Angulo Manuel Carlos Díaz-Galiano Isabel de la Torre Díez Gabriel Fernández-Pérez Roberto Garcia-Figueiras Juan Manuel GórrizJ. M. Górriz Vivian Lipari Luis Alfonso Ureña López R. López Pilar López-Úbeda Teodoro Martín-Noguerol Francisco Jesús Martínez-Murcia Ramiro Méndez Rafael Muñoz-Salinas Laura Oleaga Andrés Ortiz 0001 Félix Paulano-Godino Javier Ramírez 0001 Roy F. Riascos Javier Royuela-del-Val Eloísa Santos-Armentia Hamid Sarmadi Fermín Segovia Gonzalo Tardáguila María Teresa Martín ValdiviaMaría Teresa Martín-Valdivia Eliseo Vañó Yudong Zhang 0001Yu-Dong Zhang 0001