Items where Author is "Ortega-Martorell, S"
Article
Lythgoe, C, Hamilton, DO, Johnston, BW, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I and Welters, I
(2025)
The use of machine learning based models to predict the severity of community acquired pneumonia in hospitalised patients: A systematic review.
Journal of the Intensive Care Society.
ISSN 1751-1437
Boriani, G, Mei, DA, Lip, GYH ORCID: 0000-0002-7566-1626, Ortega-Martorell, S and ARISTOTELES consortium
(2025)
A European-Multicenter Network for the Implementation of Artificial Intelligence to Manage Complexity and Comorbidities of Atrial Fibrillation Patients: The ARISTOTELES Consortium.
Thrombosis and Haemostasis.
ISSN 0340-6245
Essa, H, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I and Lip, GYH
(2024)
Machine learning to identify phenotypic clusters of patients with atrial fibrillation.
Heart Rhythm O2, 6 (2).
pp. 139-141.
ISSN 2666-5018
Boriani, G ORCID: 0000-0002-9820-4815, Mei, DA, Lip, GYH
ORCID: 0000-0002-7566-1626, Bonini, N, Vitolo, M, Imberti, JF, Saendig, N, Bøgsted, M, Vesteghem, C, Hose, K, Sagi, T, Johnsen, S, Eriksen, M, Nielsen, PB, Brøndum, RF, Dahl, SC, Rasmussen, TS, Ortuno, FM, Roldan, V, Rivera Caravaca, JM et al
(2024)
Artificial intelligence in patients with atrial fibrillation to manage clinical complexity and comorbidities: the ARISTOTELES project.
European Heart Journal.
ISSN 0195-668X
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I, Ohlsson, M and Lip, GYH
(2024)
Advancing personalised care in atrial fibrillation and stroke: the potential impact of AI from prevention to rehabilitation.
Trends in Cardiovascular Medicine, 35 (4).
pp. 205-211.
ISSN 1050-1738
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, van Kempen, E, Jouvent, E and Tuladhar, AM
(2024)
The Rise of the Machines: Using Machine Learning to Assess Thrombosis and Bleeding Risks, and Optimizing Anticoagulation Strategies.
Thrombosis and Haemostasis.
ISSN 0340-6245
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I and Lip, GYH
(2024)
A European network to develop virtual twin technology for personalized stroke management in atrial fibrillation: the TARGET consortium.
European Heart Journal.
ISSN 0195-668X
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I
ORCID: 0000-0002-5679-7501, Ohlsson, M, Lip, GY
ORCID: 0000-0002-7566-1626 and TARGET Consortium
(2024)
TARGET: a major European project aiming to advance the personalised management of atrial fibrillation related stroke.
Thrombosis and Haemostasis.
ISSN 0340-6245
Bellfield, RAA ORCID: 0000-0002-9945-914X, Olier, I
ORCID: 0000-0002-5679-7501, Lotto, R
ORCID: 0000-0002-4305-0513, Jones, ID, Dawson, EA, Li, G, Tuladhar, AM, Lip, GYH
ORCID: 0000-0002-7566-1626 and Ortega-Martorell, S
ORCID: 0000-0001-9927-3209
(2024)
AI-based derivation of atrial fibrillation phenotypes in the general and critical care populations.
eBioMedicine, 107.
ISSN 2352-3964
Sante, A, Font, AS ORCID: 0000-0001-8405-9883, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Olier, I
ORCID: 0000-0002-5679-7501 and McCarthy, IG
ORCID: 0000-0002-1286-483X
(2024)
Applying machine learning to Galactic Archaeology: how well can we recover the origin of stars in Milky Way-like galaxies?
Monthly Notices of the Royal Astronomical Society, 531 (4).
pp. 4363-4382.
ISSN 0035-8711
Bellfield, RAA, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Lip, GYH, Oxborough, D and Olier, I
(2024)
Impact of ECG data format on the performance of machine learning models for the prediction of myocardial infarction.
Journal of Electrocardiology, 84.
pp. 17-26.
ISSN 0022-0736
Wang, R, Liu, Y, Thabane, L, Olier, I ORCID: 0000-0002-5679-7501, Li, L, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Lip, GYH
ORCID: 0000-0002-7566-1626 and Li, G
(2024)
Relationship between trajectories of dietary iron intake and risk of type 2 diabetes mellitus: evidence from a prospective cohort study.
Nutrition Journal, 23 (1).
p. 15.
Ungan, G, Pons-Escoda, A, Ulinic, D, Arús, C, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I, Vellido, A, Majós, C and Julià-Sapé, M
(2024)
Early pseudoprogression and progression lesions in glioblastoma patients are both metabolically heterogeneous.
NMR in Biomedicine.
pp. 1-12.
ISSN 0952-3480
Palermi, S ORCID: 0000-0003-1558-4857, Vecchiato, M, Saglietto, A
ORCID: 0000-0001-9475-1507, Niederseer, D
ORCID: 0000-0003-3089-1222, Oxborough, D
ORCID: 0000-0002-1334-3286, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Olier, I
ORCID: 0000-0002-5679-7501, Castelletti, S
ORCID: 0000-0001-9693-4083, Baggish, A, Maffessanti, F, Biffi, A, D’Andrea, A
ORCID: 0000-0002-9698-9145, Zorzi, A, Cavarretta, E and D’Ascenzi, F
(2024)
Unlocking the potential of artificial intelligence in sports cardiology: does it have a role in evaluating athlete’s heart?
European Journal of Preventive Cardiology.
ISSN 2047-4873
Aikodon, N, Ortega-Martorell, S ORCID: 0000-0001-9927-3209 and Olier-Caparroso, I
(2023)
Predicting Decompensation Risk in Intensive Care Unit Patients Using Machine Learning.
Algorithms, 17 (1).
ISSN 1999-4893
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Bellfield, RAA, Harrison, S, Drewery, D, Williams, N and Olier-Caparroso, I
(2023)
Mapping the global free expression landscape using machine learning.
SN Applied Sciences, 5 (354).
ISSN 2523-3963
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I, Johnston, BW and Welters, ID
(2023)
Sepsis-induced coagulopathy is associated with new episodes of atrial fibrillation in patients admitted to critical care in sinus rhythm.
Frontiers in Medicine, 10.
ISSN 2296-858X
Wang, R, Gerstein, HC ORCID: 0000-0001-8072-2836, Van Spall, HGC
ORCID: 0000-0002-8370-4569, Lip, GYH, Olier, I
ORCID: 0000-0002-5679-7501, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Thabane, L
ORCID: 0000-0003-0355-9734, Ye, Z and Li, G
(2023)
Relationship between remnant cholesterol and risk of heart failure in participants with diabetes mellitus.
European heart journal. Quality of care & clinical outcomes, 9 (5).
pp. 537-545.
ISSN 2058-5225
Walters, B, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I
ORCID: 0000-0002-5679-7501 and Lisboa, PJG
ORCID: 0000-0001-6365-4499
(2023)
How to Open a Black Box Classifier for Tabular Data.
Algorithms, 16 (4).
Heseltine, T, Hughes, E, Mattew, J, Murray, S, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Olier, I, Dey, D, Lip, GYH and Khoo, S
(2023)
The association of epicardial adipose tissue volume and density with coronary calcium in HIV-positive and HIV-negative patients.
Journal of Infection.
ISSN 0163-4453
Vinciguerra, M ORCID: 0000-0002-1768-3894, Olier, I
ORCID: 0000-0002-5679-7501, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209 and Lip, GYH
(2022)
New use for an old drug: Metformin and atrial fibrillation.
Cell reports. Medicine, 3 (12).
ISSN 2666-3791
Lisboa, PJG ORCID: 0000-0001-6365-4499, Jayabalan, M, Ortega-Martorell, S, Olier, I, Medved, D and Nilsson, J
(2022)
Enhanced survival prediction using explainable artificial intelligence in heart transplantation.
Scientific Reports, 12 (1).
ISSN 2045-2322
Mohammed, SJ, Zubaidi, SL, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Al-Ansari, N
ORCID: 0000-0002-6790-2653, Ethaib, S and Hashim, K
ORCID: 0000-0001-9623-4060
(2022)
Application of hybrid machine learning models and data pre-processing to predict water level of watersheds: Recent trends and future perspective.
Cogent Engineering, 9 (1).
Bellfield, RAA ORCID: 0000-0002-9945-914X, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Lip, GYH
ORCID: 0000-0002-7566-1626, Oxborough, D
ORCID: 0000-0002-1334-3286 and Olier, I
ORCID: 0000-0002-5679-7501
(2022)
The Athlete’s Heart and Machine Learning: A Review of Current Implementations and Gaps for Future Research.
Journal of Cardiovascular Development and Disease, 9 (11).
ISSN 2308-3425
Wang, R, Olier, I, Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Liu, Y, Ye, Z, Lip, GYH and Li, G
(2022)
Association between metabolically healthy obesity and risk of atrial fibrillation: taking physical activity into consideration.
Cardiovascular Diabetology, 21 (1).
Khudhair, ZS, Zubaidi, SL ORCID: 0000-0003-4229-9314, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Al-Ansari, N
ORCID: 0000-0002-6790-2653, Ethaib, S and Hashim, KS
ORCID: 0000-0001-9623-4060
(2022)
A Review of Hybrid Soft Computing and Data Pre-Processing Techniques to Forecast Freshwater Quality’s Parameters: Current Trends and Future Directions.
Environments, 9 (7).
ISSN 2076-3298
Ortega-Martorell, S ORCID: 0000-0001-9927-3209, Pieroni, M, Johnston, BW, Olier, I and Welters, ID
(2022)
Development of a Risk Prediction Model for New Episodes of Atrial Fibrillation in Medical-Surgical Critically Ill Patients Using the AmsterdamUMCdb.
Frontiers in Cardiovascular Medicine, 9.
Olier, I, Ortega-Martorell, S, Pieroni, M and Lip, GYH (2021) How machine learning is impacting research in atrial fibrillation: Implications for risk prediction and future management. Cardiovascular Research, 117 (7). pp. 1700-1717. ISSN 0008-6363
Casaña-Eslava, RV, Jarman, IH, Ortega-Martorell, S, Lisboa, PJG and Martín-Guerrero, JD (2020) Music genre profiling based on Fisher manifolds and Probabilistic Quantum Clustering. Neural Computing and Applications. ISSN 0941-0643
Casaña-Eslava, RV, Ortega-Martorell, S, Lisboa, PJ, Candiota, AP, Julià-Sapé, M, Martín-Guerrero, JD and Jarman, IH (2020) Robust Conditional Independence maps of single-voxel Magnetic Resonance Spectra to elucidate associations between brain tumours and metabolites. PLoS One, 15 (7). ISSN 1932-6203
Casaña-Eslava, RV, Lisboa, P, Ortega-Martorell, S, Jarman, I and Martin-Guerrera, J (2020) Probabilistic quantum clustering. Knowledge-Based Systems. ISSN 0950-7051
Zubaidi, S, Dooley, J, Alkhaddar, R, Abdellatif, M, Al-Bugharbee, H and Ortega-Martorell, S (2018) A Novel Approach for Predicting Monthly Water Demand by Combining Singular Spectrum Analysis with Neural Networks. Journal of Hydrology, 561. pp. 136-145. ISSN 0022-1694
Jiménez-Xarrié, E, Davila, M, Candiota, AP, Delgado-Mederos, R, Ortega-Martorell, S, Julià-Sapé, M, Arús, C and Martí-Fàbregas, J (2017) Brain metabolic pattern analysis using a magnetic resonance spectra classification software in experimental stroke. BMC Neuroscience, 18 (13). ISSN 1471-2202
Mocioiu, V, Ortega-Martorell, S, Olier, I, Jablonski, M, Starcukova, J, Lisboa, P, Arús, C and Julià-Sapé, M (2015) From raw data to data-analysis for magnetic resonance spectroscopy - the missing link: jMRUI2XML. BMC Bioinformatics, 16 (378). pp. 1-11. ISSN 1471-2105
Ortega-Martorell, S, Ruiz, H, Vellido, A, Olier, I, Romero, E, Julia-Sape, M, Martin, JD, Jarman, I, Arus, C and Lisboa, P (2013) A Novel Semi-Supervised Methodology for Extracting Tumor Type-Specific MRS Sources in Human Brain Data. PLOS ONE, 8 (12). pp. 1-14. ISSN 1932-6203
Ortega-Martorell, S, Olier, I, Julia-Sape, M and Arus, C (2010) SpectraClassifier 1.0: a user friendly, automated MRS-based classifier-development system. BMC Bioinformatics, 11. ISSN 1471-2105
Naik, A, Nalepa, J, Wijata, AM, Mahon, J, Mistry, D, Knowles, AT, Dawson, EA, Lip, GYH, Olier-Caparroso, I and Ortega-Martorell, S ORCID: 0000-0001-9927-3209
Artificial Intelligence and Digital Twins for the Personalised Prediction of Hypertension Risk.
Computers in Biology and Medicine.
ISSN 0010-4825
(Accepted)
Khan, W ORCID: 0000-0002-7511-3873, Topham, L, Khayam, U, Ortega-Martorell, S
ORCID: 0000-0001-9927-3209, Heather, P, Ansell, D
ORCID: 0000-0003-2818-3315, Al-Jumeily, D
ORCID: 0000-0002-9170-0568 and Hussain, A
ORCID: 0000-0001-8413-0045
Person de-Identification: A Comprehensive Review of Methods, Datasets, Applications, and Ethical Aspects Along-With New Dimensions.
IEEE Transactions on Biometrics, Behavior, and Identity Science.
(Accepted)
Book Section
Ortega-Martorell, S, Julià-Sapé, M, Lisboa, P and Arús, C (2016) Pattern Recognition Analysis of MR Spectra. In: Griffiths, J and Bottomley, P, (eds.) Handbook of in vivo Magnetic Resonance Spectroscopy. John Wiley & Sons. ISBN 978-1-118-99766-6
Conference or Workshop Item
Walters, B, Ortega-Martorell, S, Olier, I and Lisboa, PJG (2021) The partial response SVM. In: ESANN 2021 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning . (ESANN 2021 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 06 October 2021 - 08 October 2021, Online).
Olier-Caparroso, I, Sansom, A, Lisboa, P and Ortega-Martorell, S (2021) Using MLP partial responses to explain in-hospital mortality in ICU. In: 2020 International Conference on Data Analytics for Business and Industry: Way Towards a Sustainable Economy (ICDABI) . (2020 International Conference on Data Analytics for Business and Industry, 26 October 2020 - 27 October 2020, Sakheer, Bahrain).
Marnell, S, Riley, P, Olier, I, Rea, M and Ortega-Martorell, S (2019) A comparative assessment of Feed-Forward and Convolutional Neural Networks for the classification of prostate lesions. In: Lecture Notes in Computer Science . pp. 132-138. (20th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), 14 November 2019 - 16 November 2019, Manchester).
Srivastava, M, Olier, I, Riley, P, Lisboa, P and Ortega-Martorell, S (2019) Classifying and Grouping Mammography Images into Communities Using Fisher Information Networks to Assist the Diagnosis of Breast Cancer. In: Advances in Intelligent Systems and Computing , 976. pp. 304-313. (13th International Workshop, WSOM+ 2019, 26th-28th June 2019, Barcelona, Spain).
Riley, P, Olier, I, Rea, M, Lisboa, P and Ortega-Martorell, S (2019) A Voting Ensemble Method to Assist the Diagnosis of Prostate Cancer Using Multiparametric MRI. In: Advances in Intelligent Systems and Computing , 976. (13th International Workshop, WSOM+ 2019, 26th-28th June 2019, Barcelona, Spain).
Mocioiu, V, De Barros, NMP, Ortega-Martorell, S, Slotboom, J, Knecht, U, Arús, C, Vellido, A and Julià-Sapé, M (2016) A machine learning pipeline for supporting differentiation of glioblastomas from single brain metastases. In: ESANN 2016 - 24th European Symposium on Artificial Neural Networks , ES2016 (82). (ESANN 2016 - 24th European Symposium on Artificial Neural Networks, 27th - 29th April 2016, Bruges, Belgium).
Ortega-Martorell, S, Olier, I, Delgado-Goni, T, Ciezka, M, Julià-Sapé, M, Lisboa, P and Arús, C (2015) Semi-supervised source extraction methodology for the nosological imaging of glioblastoma response to therapy. In: CIDM 2014: Computational Intelligence and Data Mining (CIDM), 2014 IEEE Symposium on . pp. 93-98. (2014 IEEE Symposium on Computation Intelligence and Data Mining, 9th-12th December 2014, Orlando, FL).
Ortega-Martorell, S, Olier, I, Julià-Sapé, M, Arús, C and Lisboa, P (2014) Automatic relevance source determination in human brain tumors using Bayesian NMF. In: 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM) . pp. 99-104. (2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM), 9th-12th December 2014, Orlando, Florida).