ABOUT ME
Julia Ramírez is an Associate Professor at the University of Zaragoza, Spain, and holds an honorary lectureship in Cardiovascular Data Science at Queen Mary University of London, United Kingdom. Julia received a Ph.D. in Biomedical Engineering from the University of Zaragoza in 2017. The main objective of her PhD was to extract information from the electrocardiogram (ECG) to non-invasively quantify cardiovascular risk. She, then, moved to Queen Mary University of London to investigate the genetics of ECG markers and their role in assessing cardiovascular risk. In January 2022, she returned to the University of Zaragoza thanks to the María Zambrano Scheme for Attracting International Talent, and in 2023 she became a ‘Ramón y Cajal’ Fellow. Her research has been funded by the regional Government of Aragón, the Spanish Ministry of Science, the UK Medical Research Council, the British Heart Foundation and the European Commission.
PUBLICATIONS
2025
Journal Articles
Orera, J; Ramírez, J; García-Navarro, P; Murillo, J
RoePINNs: An Integration of Advanced CFD Solvers with Physics-Informed Neural Networks and application in arterial flow modeling Journal Article
In: Computer Methods in Applied Mechanics and Engineering, 2025.
@article{Orera25,
title = {RoePINNs: An Integration of Advanced CFD Solvers with Physics-Informed Neural Networks and application in arterial flow modeling},
author = {J Orera and J Ramírez and P García-Navarro and J Murillo},
url = {https://drive.google.com/file/d/1dshbf_p3MOWdPlzekEaRvwSCB7F9voaL/view},
doi = {10.1016/j.cma.2025.117933},
year = {2025},
date = {2025-01-01},
journal = {Computer Methods in Applied Mechanics and Engineering},
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pubstate = {published},
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Svennberg, E; Han, J K; Caiani, E G; Engelhardt, S; Ernst, S; Friedman, P; Garcia, R; Ghanbari, H; Hindricks, G; Man, S H; Millet, J; Narayan, S M; Ng, G A; Noseworthy, P A; Tjong, F V Y; Ramírez, J; Singh, J P; Trayanova, N; Duncker, D
In: EP Europace, no. euaf071, 2025.
@article{Svennberg25,
title = {State of the Art of Artificial Intelligence in Clinical Electrophysiology in 2025. A Scientific Statement of the European Heart Rhythm Association (EHRA) of the ESC, the Heart Rhythm Society (HRS), and the ESC Working Group in e-Cardiology},
author = {E Svennberg and J K Han and E G Caiani and S Engelhardt and S Ernst and P Friedman and R Garcia and H Ghanbari and G Hindricks and S H Man and J Millet and S M Narayan and G A Ng and P A Noseworthy and F V Y Tjong and J Ramírez and J P Singh and N Trayanova and D Duncker},
doi = {10.1093/europace/euaf071},
year = {2025},
date = {2025-01-01},
journal = {EP Europace},
number = {euaf071},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Burns, R; Toso, L Dal; Mauger, C A; Sojoudi, A; Suinesiaputra, A; Petersen, S E; Ramírez, J; Munroe, P B; Young, A A
Relationships between Heart Shape, Function and Disease in 38,858 UK Biobank Participants Journal Article
In: Journal of Cardiovascular Magnetic Resonance, 2025.
@article{burns25,
title = {Relationships between Heart Shape, Function and Disease in 38,858 UK Biobank Participants},
author = {R Burns and L {Dal Toso} and C A Mauger and A Sojoudi and A Suinesiaputra and S E Petersen and J Ramírez and P B Munroe and A A Young},
year = {2025},
date = {2025-01-01},
journal = {Journal of Cardiovascular Magnetic Resonance},
keywords = {},
pubstate = {published},
tppubtype = {article}
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Madrid, J; Youn, W J; van Duijvenboden, S; Orini, M; Munroe, P B; Ramírez, J; Mincholé, A
Unsupervised Clustering of Single-Lead ECGs Associates with Prevalent and Incident Heart Failure in Coronary Artery Disease Journal Article
In: European Heart Journal – Digital Health, 2025.
@article{JMadrid25,
title = {Unsupervised Clustering of Single-Lead ECGs Associates with Prevalent and Incident Heart Failure in Coronary Artery Disease},
author = {J Madrid and W J Youn and S {van Duijvenboden} and M Orini and P B Munroe and J Ramírez and A Mincholé},
url = {https://drive.google.com/file/d/1gtsdySCIz37aCa4cxcZupsLOnM2Fa-qt/view},
doi = {10.1093/ehjdh/ztaf013},
year = {2025},
date = {2025-01-01},
urldate = {2025-01-01},
journal = {European Heart Journal – Digital Health},
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Smit, R A J; Wade, K H; Hui, Q; Arias, J D; Ramírez, J; Loos, R J F
Polygenic prediction of body mass index and obesity through the life course and across ancestries Journal Article
In: Nature Medicine, 2025, (Due to the extensive number of contributors, the author list has been truncated for display purposes. The full list of authors can be found in the original publication.).
@article{Smit25,
title = {Polygenic prediction of body mass index and obesity through the life course and across ancestries},
author = {R A J Smit and K H Wade and Q Hui and J D Arias and J Ramírez and R J F Loos},
url = {https://drive.google.com/file/d/1BrbV46T8a7A4a4cXfWD1WTrzR226_PPS/view},
doi = {10.1038/s41591-025-03827-z},
year = {2025},
date = {2025-01-01},
urldate = {2025-01-01},
journal = {Nature Medicine},
note = {Due to the extensive number of contributors, the author list has been truncated for display purposes. The full list of authors can be found in the original publication.},
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Perez, C; Martínez, J P; Ramírez, J; Kenttö, T; Junttila, J; Kiviniemi, A; Perkiömäki, J; Huikuri, H; Pueyo, E; Laguna, P
Sudden Cardiac Death Risk Prediction from QT–RR Adaptation Time Lag Computed from Exercise Stress Test ECG Journal Article
In: IEEE Trans. Biomed. Eng., 2025.
@article{Perez25,
title = {Sudden Cardiac Death Risk Prediction from QT–RR Adaptation Time Lag Computed from Exercise Stress Test ECG},
author = {C Perez and J P Martínez and J Ramírez and T Kenttö and J Junttila and A Kiviniemi and J Perkiömäki and H Huikuri and E Pueyo and P Laguna},
url = {https://drive.google.com/file/d/15Shf1Ayo5CcLth2CZuSaE0aAq1u_Rrdh/view},
doi = {10.1109/TBME.2025.3607144},
year = {2025},
date = {2025-01-01},
journal = {IEEE Trans. Biomed. Eng.},
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Sanghvi, M M; Young, W J; Naderi, H; Burns, R; Ramírez, J; Bell, C G; Munroe, P B
Using genomics to develop personalised cardiovascular treatment Journal Article
In: Arteriosclerosis, Thrombosis, and Vascular Biology, 2025.
@article{Sanghvi25,
title = {Using genomics to develop personalised cardiovascular treatment},
author = {M M Sanghvi and W J Young and H Naderi and R Burns and J Ramírez and C G Bell and P B Munroe},
url = {https://drive.google.com/file/d/1wqlq_z5YdbGtbmaZWjOYmYx5B4G63UET/view},
year = {2025},
date = {2025-01-01},
urldate = {2025-01-01},
journal = {Arteriosclerosis, Thrombosis, and Vascular Biology},
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Shah, R A; Ramírez, J; Kirkby, C; Ives, C; Lowe, M; Munroe, P B; Lambiase, P D; Young, W J
Phenotypic expression of rare progressive cardiac conduction disease variants in the general population Journal Article
In: Europace, 2025.
@article{Shah25,
title = {Phenotypic expression of rare progressive cardiac conduction disease variants in the general population},
author = {R A Shah and J Ramírez and C Kirkby and C Ives and M Lowe and P B Munroe and P D Lambiase and W J Young},
url = {https://drive.google.com/file/d/1kjqPTGD7VzLxxvumdhQw-gFRfBk4GSsM/view},
year = {2025},
date = {2025-01-01},
urldate = {2025-01-01},
journal = {Europace},
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Conferences
Madrid, J; Sanghvi, M; Young, W J; van Duijvenboden, S; Munroe, P B; Ramírez, J; Mincholé, A
Jornadas de Jóvenes Investigadores del I3A, vol. 13, 2025, ISSN: 2341-4790.
@conference{Madrid_c25,
title = {La agrupación no supervisada de electrocardiogramas revela asociaciones con características de resonancia magnética cardíaca},
author = {J Madrid and M Sanghvi and W J Young and S {van Duijvenboden} and P B Munroe and J Ramírez and A Mincholé},
url = {https://drive.google.com/file/d/17sPADtZwbt4h32KUXqEIFzYu2FhcnVTO/view},
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Usón, S; Asensio, C; Ruíz, J J; Candeal, E; Ranera, B; Ramírez, J; Ordovás, L
Análisis Bioinformático del Genoma Oscuro Transcrito para el Descubrimiento de Dianas en Fibrilación Auricular Conference
Jornadas de Jóvenes Investigadores del I3A, vol. 13, 2025, ISSN: 2341-4790.
@conference{uson_c25,
title = {Análisis Bioinformático del Genoma Oscuro Transcrito para el Descubrimiento de Dianas en Fibrilación Auricular},
author = {S Usón and C Asensio and J J Ruíz and E Candeal and B Ranera and J Ramírez and L Ordovás},
issn = {2341-4790},
year = {2025},
date = {2025-01-01},
urldate = {2025-01-01},
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Caballero, E; Miguel, A; Munroe, P B; Ramírez, J; Martínez, J P
Proceedings CASEIB 2025, Zaragoza, 2025.
@conference{ecaballero_c25,
title = {Predicción a Largo Plazo de Infarto de Miocardio mediante Redes Neuronales Convolucionales Usando Representación Matricial de Electrocardiogramas},
author = {E Caballero and A Miguel and P B Munroe and J Ramírez and J P Martínez},
url = {https://drive.google.com/file/d/1qOW3ukhBEvmE4_-AMaZrvS-hUnHTk4IG/view},
year = {2025},
date = {2025-01-01},
booktitle = {Proceedings CASEIB 2025},
pages = {660-663},
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Artal, S; Ramírez, J; Miguel, A; Martínez, J P
Proceedings CASEIB 2025, Zaragoza, 2025.
@conference{artal_c25,
title = {Mejora de la clasificación de latidos cardíacos en señales ECG mediante preentrenamiento autosupervisado a gran escala},
author = {S Artal and J Ramírez and A Miguel and J P Martínez},
url = {https://drive.google.com/file/d/1zSQG3GLDrK6ElfX5t_drjkwZPK0O-R7c/view},
year = {2025},
date = {2025-01-01},
booktitle = {Proceedings CASEIB 2025},
pages = {656-659},
address = {Zaragoza},
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Hernández, A; Madrid, J; Gómez, N; Sánchez, C; Munroe, P B; Sanz, A; Mincholé, A; Ramírez, J
Efecto del sexo y la menopausia sobre patrones electrocardiográficos de repolarización ventricular Conference
Proceedings CASEIB 2025, Zaragoza, 2025.
@conference{AHernandez_c25,
title = {Efecto del sexo y la menopausia sobre patrones electrocardiográficos de repolarización ventricular},
author = {A Hernández and J Madrid and N Gómez and C Sánchez and P B Munroe and A Sanz and A Mincholé and J Ramírez},
url = {https://drive.google.com/file/d/1bZbjQIAbKn6cCC63AQ_3d0gkproW2D_u/view},
year = {2025},
date = {2025-01-01},
booktitle = {Proceedings CASEIB 2025},
pages = {540-543},
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Ordovás, L; Hernández-Bellido, N; Postigo, A; Sánchez-Barat, M; Ripalda-Paredes, M; Usón, S; Ruíz-Araca, J J; Candeal, E; Ramírez, J; Ranera, B; Gorospe, M; del Barrio, J; Hernández-Ainsa, S
miR-24-2 modulation in cardiac dysfunction through DNA nanotechnology Conference
NanoBio&Med, Barcelona, Spain, 2025.
@conference{ordovas_c25,
title = {miR-24-2 modulation in cardiac dysfunction through DNA nanotechnology},
author = {L Ordovás and N Hernández-Bellido and A Postigo and M Sánchez-Barat and M Ripalda-Paredes and S Usón and J J Ruíz-Araca and E Candeal and J Ramírez and B Ranera and M Gorospe and J {del Barrio} and S Hernández-Ainsa},
url = {https://drive.google.com/file/d/1qDnXpDxiJI-AItr-iUSIrUBEGY5WP00H/view},
year = {2025},
date = {2025-01-01},
booktitle = {NanoBio&Med},
address = {Barcelona, Spain},
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2024
Journal Articles
Munroe, P B; Aung, N; Ramírez, J
Genetic analysis of cardiac dynamic flow volumes identifies loci mapping aortic root size Journal Article
In: Nature Genetics, 2024.
@article{Munroe23,
title = {Genetic analysis of cardiac dynamic flow volumes identifies loci mapping aortic root size},
author = {P B Munroe and N Aung and J Ramírez},
url = {https://drive.google.com/file/d/1FTe7X64yaPQnVS1jKNNQQ205IYjhc_Uk/view},
doi = {10.1038/s41588-023-01650-1},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {Nature Genetics},
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Ramírez, J; van Duijvenboden, S; Young, W J; Chen, Y; Usman, T; Orini, M; Lambiase, P D; Tinker, A; Bell, C G; Morris, A P; Munroe, P B
Fine mapping of candidate effector genes for heart rate Journal Article
In: Human Genetics, 2024.
@article{Ramirez24,
title = {Fine mapping of candidate effector genes for heart rate},
author = {J Ramírez and S {van Duijvenboden} and W J Young and Y Chen and T Usman and M Orini and P D Lambiase and A Tinker and C G Bell and A P Morris and P B Munroe},
url = {https://drive.google.com/file/d/143b6Ibi-mThnTBsC7Ctv3t9Dp8xYOtlU/view},
doi = {0.1007/s00439-024-02684-z},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {Human Genetics},
keywords = {},
pubstate = {published},
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Young, W J; van der Most, P J; Bartz, T M; Bos, M M; Biino, G; Duong, T; Foco, L; Lominchar, J T; Müller-Nurasyid, M; Nardone, G G; Pecori, A; Ramírez, J; Repetto, L; Schramm, K; Shen, X; van Duijvenboden, S; van Heemst, D; Weiss, S; Yao, J; Benjamins, J; Alonso, A; Spedicati, B; Biggs, M L; Brody, J A; Dörr, M; Fuchsberger, C; Gögele, M; Guo, X; Ikram, M A; Jukema, J W; Kääb, S; Kanters, J K; Study, Lifelines Cohort; Lin, H J; Linneberg, A; Nauck, M; Nolte, I M; Pianigiani, G; Santin, A; Soliman, E Z; Tesolin, P; Vaccargiu, S; Waldenberger, M; van der Harst, P; Verweij, N; Arking, D E; Concas, M P; Grandi, A De; Girotto, G; Grarup, N; Kavousi, M; Mook-Kanamori, D O; Navarro, P; Orini, M; Padmanabhan, S; Pattaro, C; Peters, A; Pirastu, M; Pramstaller, P P; Heckbert, S R; Sinner, M; Snieder, H; Völker, U; Wilson, J F; Gauderman, W J; Lambiase, P D; Sotoodehnia, N; Tinker, A; Warren, H R; Noordam, R; Munroe, P B
Genome-wide interaction analyses of serum calcium on ventricular repolarization time in 125,393 participants Journal Article
In: Journal of the American Heart Association, vol. 13, no. e034760, 2024.
@article{Young24,
title = {Genome-wide interaction analyses of serum calcium on ventricular repolarization time in 125,393 participants},
author = { W J Young and P J {van der Most} and T M Bartz and M M Bos and G Biino and T Duong and L Foco and J T Lominchar and M Müller-Nurasyid and G G Nardone and A Pecori and J Ramírez and L Repetto and K Schramm and X Shen and S {van Duijvenboden} and D {van Heemst} and S Weiss and J Yao and J Benjamins and A Alonso and B Spedicati and M L Biggs and J A Brody and M Dörr and C Fuchsberger and M Gögele and X Guo and M A Ikram and J W Jukema and S Kääb and J K Kanters and {Lifelines Cohort Study} and H J Lin and A Linneberg and M Nauck and I M Nolte and G Pianigiani and A Santin and E Z Soliman and P Tesolin and S Vaccargiu and M Waldenberger and P {van der Harst} and N Verweij and D E Arking and M P Concas and A {De Grandi} and G Girotto and N Grarup and M Kavousi and D O Mook-Kanamori and P Navarro and M Orini and S Padmanabhan and C Pattaro and A Peters and M Pirastu and P P Pramstaller and S R Heckbert and M Sinner and H Snieder and U Völker and J F Wilson and W J Gauderman and P D Lambiase and N Sotoodehnia and A Tinker and H R Warren and R Noordam and P B Munroe},
url = {https://drive.google.com/file/d/1-z4AuTVZo4DHnnhmpeD6RsYY90RAaFBX/view},
doi = {10.1161/JAHA.123.034760},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {Journal of the American Heart Association},
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Sanghvi, M M; Ramírez, J; Chadalavada, S; Aung, N; Munroe, P B; Donos, N; Petersen, S E
The association between periodontal disease and cardiovascular disease: insights from imaging, observational and genetic data Journal Article
In: Journal of the American College of Cardiology: Advances, 2024.
@article{Sanghvi24,
title = {The association between periodontal disease and cardiovascular disease: insights from imaging, observational and genetic data},
author = {M M Sanghvi and J Ramírez and S Chadalavada and N Aung and P B Munroe and N Donos and S E Petersen},
url = {https://drive.google.com/file/d/1PVUqSoT0cnMaC__1iLxKV_pQ1ms5Ey5s/view},
doi = {10.1016/j.jacadv.2024.101241},
year = {2024},
date = {2024-01-01},
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journal = {Journal of the American College of Cardiology: Advances},
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Gómez, N; Ramírez, J; -Yebra, A Martín; Demidova, M M; Platonov, P; Martínez, J Pablo; Laguna, P
T-wave Peak-to-End Changes Quantified by Time-Warping Predicts Ventricular Fibrillation in a Porcine Myocardial Infarction Mode Journal Article
In: IEEE Trans. Biomed. Eng., vol. 71, no. 10, pp. 2968-2977, 2024.
@article{ngomez24,
title = { T-wave Peak-to-End Changes Quantified by Time-Warping Predicts Ventricular Fibrillation in a Porcine Myocardial Infarction Mode},
author = {N Gómez and J Ramírez and A Martín -Yebra and M M Demidova and P Platonov and J Pablo Martínez and P Laguna},
url = {https://drive.google.com/file/d/1yh3YPr0TzVtbi1RrN7bxqiZcyLyhbfMs/view},
doi = {10.1109/TBME.2024.3404254},
year = {2024},
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journal = {IEEE Trans. Biomed. Eng.},
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van Duijvenboden, S; Nelson, C P; Raisi-Estabragh, Z; Ramírez, J; Orini, M; Wang, Q; Aung, N; Codd, V; Stoma, S; Allara, E; Wood, A; Angelantonio, E Di; Danesh, J; Harvey, N C; Petersen, S E; Munroe, P B; Samani, N J
Leukocyte telomere length and conduction system ageing Journal Article
In: Heart, 2024.
@article{vDuijvenboden24,
title = {Leukocyte telomere length and conduction system ageing},
author = {S {van Duijvenboden} and C P Nelson and Z Raisi-Estabragh and J Ramírez and M Orini and Q Wang and N Aung and V Codd and S Stoma and E Allara and A Wood and E {Di Angelantonio} and J Danesh and N C Harvey and S E Petersen and P B Munroe and N J Samani},
url = {https://drive.google.com/file/d/1tZqtLXmYxPcxgJJZbHeeyXEqwrgVZM25/view},
year = {2024},
date = {2024-01-01},
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Ramírez, J; van Duijvenboden, S; Orini, M; Lambiase, P D; Tinker, A; Young, W J; Munroe, P B
Prediction of Atrial and Ventricular Arrhythmias using Multiple Cardiovascular Risk Factor Polygenic Risk Scores Journal Article
In: Heart Rhythm, 2024.
@article{Ramirez24b,
title = {Prediction of Atrial and Ventricular Arrhythmias using Multiple Cardiovascular Risk Factor Polygenic Risk Scores},
author = {J Ramírez and S {van Duijvenboden} and M Orini and P D Lambiase and A Tinker and W J Young and P B Munroe},
url = {https://drive.google.com/file/d/1h5WrE9SWhJzYn8yqWRTWc4aCuPoZ51mj/view},
year = {2024},
date = {2024-01-01},
journal = {Heart Rhythm},
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Burns, R; Young, W J; Aung, N; Lopes, L R; Elliott, P M; Syrris, P; Barriales-Villa, R; Sohrabi, C; Petersen, S E; Ramírez, J; Young, A; Munroe, P B
Genetic basis of right and left ventricular heart shape Journal Article
In: Nature Communications, 2024.
@article{burns24,
title = {Genetic basis of right and left ventricular heart shape},
author = {R Burns and W J Young and N Aung and L R Lopes and P M Elliott and P Syrris and R Barriales-Villa and C Sohrabi and S E Petersen and J Ramírez and A Young and P B Munroe},
url = {https://drive.google.com/file/d/11_gtoNtxqukpMRn8pMVhYRrbgyASmV5G/view},
doi = {10.1038/s41467-024-53594-7},
year = {2024},
date = {2024-01-01},
urldate = {2024-01-01},
journal = {Nature Communications},
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Conferences
Orera, J; Garcia-Navarro, P; Ramírez, J; Murillo, J
Combined Estimation of Cross-sectional Area, Flow Rate and Pulse Wave Velocity Using Physics-Informed Neural Networks with D Hemodynamic Model Data Conference
Proceedings of the LI International Conference on Computing in Cardiology, Karlsruhe, Germany, 2024.
@conference{orera_c24,
title = {Combined Estimation of Cross-sectional Area, Flow Rate and Pulse Wave Velocity Using Physics-Informed Neural Networks with D Hemodynamic Model Data},
author = {J Orera and P Garcia-Navarro and J Ramírez and J Murillo},
year = {2024},
date = {2024-01-01},
booktitle = {Proceedings of the LI International Conference on Computing in Cardiology},
address = {Karlsruhe, Germany},
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Searle, G; van Duijvenboden, S; Ramírez, J; Tinker, A; Munroe, P; Lambiase, P; Hughes, A; Orini, M
A Machine Learning Approach to Detect Hypertension, Diabetes and Cardiovascular Disease from PPG Conference
Proceedings of the LI International Conference on Computing in Cardiology, Karlsruhe, Germany, 2024.
@conference{searle_c24,
title = {A Machine Learning Approach to Detect Hypertension, Diabetes and Cardiovascular Disease from PPG},
author = {G Searle and S {van Duijvenboden} and J Ramírez and A Tinker and P Munroe and P Lambiase and A Hughes and M Orini},
year = {2024},
date = {2024-01-01},
booktitle = {Proceedings of the LI International Conference on Computing in Cardiology},
address = {Karlsruhe, Germany},
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Gómez, N; Ramírez, J; Martínez, J P; Laguna, P
Evaluation of T-wave Time-Warping Dynamics in Patients with Long QT Syndrome Conference
13th Conference of the European Study Group on Cardiovascular Oscillations (ESGCO), 2024.
@conference{esgco24_NGomez,
title = {Evaluation of T-wave Time-Warping Dynamics in Patients with Long QT Syndrome},
author = {N Gómez and J Ramírez and J P Martínez and P Laguna},
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Proceedings CASEIB 2024, Sevilla, Spain, 2024.
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Proceedings CASEIB 2024, 2024.
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Madrid, J N; Young, W; van Duijvenboden, S; Munroe, P; Mincholé, A; Ramírez, J
Proceedings of the LI International Conference on Computing in Cardiology, Karlsruhe, Germany, 2024.
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Improved Detection of Paroxysmal Atrial Fibrillation Using an ECG-based Semisupervised Model Conference
Proceedings of the LI International Conference on Computing in Cardiology, Karlsruhe, Germany, 2024.
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Hernandez-Mendoza, A; do Vale Madeiro, J P; Pedrosa, R C; Laguna, P; Ramírez, J
Proceedings of the LI International Conference on Computing in Cardiology, Karlsruhe, Germany, 2024.
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