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Big Data for Medical Analytics

Deliverables

Country specific infographics that summarize the relevant regulations for Big data technologies in the healthcare sector

Country specific infographics that summarize the relevant regulations for Big data technologies in the healthcare sector

Dissemination procedures

Dissemination procedures

Initial prototypes of specific components for all BigMedilytics pilots (software)

Initial prototypes of specific components for all BigMedilytics pilots (software)

Intermediate report on dissemination activities

Intermediate report on dissemination activities

Communication plan and tools

Communication plan and tools

Updated prototypes of specific components for all BigMedilytics pilots (software)

Updated prototypes of specific components for all BigMedilytics pilots (software)

Website portal

Website portal

T0 base line measurement of the KPIs

T0 base line measurement of the KPIs

Searching for OpenAIRE data...

Publications

Private Hospital Workflow Optimization via Secure k-Means Clustering

Author(s): Gabriele Spini, Maran van Heesch, Thijs Veugen, Supriyo Chatterjea
Published in: Journal of Medical Systems, Issue 44/1, 2020, ISSN 0148-5598
DOI: 10.1007/s10916-019-1473-4

Impact of Acute Hemoglobin Falls in Heart Failure Patients: A Population Study

Author(s): Cristina Lopez, Jose Luis Holgado, Antonio Fernandez, Inmaculada Sauri, Ruth Uso, Jose Luis Trillo, Sara Vela, Carlos Bea, Julio Nuñez, Ana Ferrer, Javier Gamez, Adrian Ruiz, Josep Redon
Published in: Journal of Clinical Medicine, Issue 9/6, 2020, Page(s) 1869, ISSN 2077-0383
DOI: 10.3390/jcm9061869

Integrating Speculation Detection and Deep Learning to Extract Lung Cancer Diagnosis from Clinical Notes

Author(s): Oswaldo Solarte Pabón, Maria Torrente, Mariano Provencio, Alejandro Rodríguez-Gonzalez, Ernestina Menasalvas
Published in: Applied Sciences, Issue 11/2, 2021, Page(s) 865, ISSN 2076-3417
DOI: 10.3390/app11020865

Trust, but Verify: Informed Consent, AI Technologies, and Public Health Emergencies

Author(s): Brian Pickering
Published in: Future Internet, Issue 13/5, 2021, Page(s) 132, ISSN 1999-5903
DOI: 10.3390/fi13050132

Impact of sex differences in co‐morbidities and medication adherence on outcome in 25 776 heart failure patients

Author(s): Muhammed T. Gürgöze, Onno P. Galiën, Marlou A.M. Limpens, Stefan Roest, René C. Hoekstra, Arne S. IJpma, Jasper J. Brugts, Olivier C. Manintveld, Eric Boersma
Published in: ESC Heart Failure, Issue 8/1, 2021, Page(s) 63-73, ISSN 2055-5822
DOI: 10.1002/ehf2.13113

Understanding the Uptake of Big Data in Health Care: Protocol for a Multinational Mixed-Methods Study

Author(s): Rik Wehrens, Vikrant Sihag, Sandra Sülz, Hilco van Elten, Erik van Raaij, Antoinette de Bont, Anne Marie Weggelaar-Jansen
Published in: JMIR Research Protocols, Issue 9/10, 2020, Page(s) e16779, ISSN 1929-0748
DOI: 10.2196/16779

Acute kidney injury in heart failure: a population study

Author(s): Jose Luis Holgado, Cristina Lopez, Antonio Fernandez, Inmaculada Sauri, Ruth Uso, Jose Luis Trillo, Sara Vela, Julio Nuñez, Josep Redon, Adrian Ruiz
Published in: ESC Heart Failure, 2020, ISSN 2055-5822
DOI: 10.1002/ehf2.12595

Radiomics for predicting response to neoadjuvant chemotherapy treatment in breast cancer

Author(s): Simona Rabinovici-Cohen, Tal Tlusty, Ami Abutbul, Kari Antila, Xose Fernandez, Beatriz Grandal Rejo, Efrat Hexter, Oliver Hijano-Cubelos, Abed Khateeb, Juha Pajula, Shaked Perek
Published in: Medical Imaging 2020: Imaging Informatics for Healthcare, Research, and Applications, 2020, Page(s) 45
DOI: 10.1117/12.2551374

Fuzzy Inference System for Risk Evaluation in Gestational Diabetes Mellitus

Author(s): Carlos Salort Sanchez, Suzanne Smyth, Elizabeth Tully, Joanna Griffin, Luke Heaphy, Niamh Redmond, Fionnuala Breathnach, Jan Baumbach, Cristian Axenie
Published in: 2019 IEEE 19th International Conference on Bioinformatics and Bioengineering (BIBE), 2019, Page(s) 947-952
DOI: 10.1109/bibe.2019.00177

Exploring Diachronic Changes of Biomedical Knowledge using Distributed Concept Representations

Author(s): Gaurav Vashisth, Jan-Niklas Voigt-Antons, Michael Mikhailov, Roland Roller
Published in: Proceedings of the 18th BioNLP Workshop and Shared Task, 2019, Page(s) 348-358
DOI: 10.18653/v1/w19-5037

MoRTy: Unsupervised Learning of Task-specialized Word Embeddings by Autoencoding

Author(s): Nils Rethmeier, Barbara Plank
Published in: Proceedings of the 4th Workshop on Representation Learning for NLP (RepL4NLP-2019), 2019, Page(s) 49-54
DOI: 10.18653/v1/w19-4307

Enabling analytics on sensitive medical data with secure multi-party computation

Author(s): Veeningen, Meilof; Chatterjea, Supriyo; Horváth, Anna Zsófia; Spindler, Gerald; Boersma, Eric; Spek, Peter; Galiën, Onno; Gutteling, Job; Kraaij, Wessel; Veugen, Thijs
Published in: Issue 2, 2018
DOI: 10.3233/978-1-61499-852-5-76

Deep Learning in Information Security

Author(s): Thaler, Stefan; Menkovski, Vlado; Petkovic, Milan
Published in: Issue 1, 2018

From Witch's Shot to Music Making Bones -- Resources for Medical Laymen to Technical Language and Vice Versa

Author(s): Seiffe, Laura; Marten, Oliver; Mikhailov, Michael; Schmeier, Sven; Möller, Sebastian; Roller, Roland
Published in: Issue 1, 2020

A Data-Driven Approach for Analyzing Healthcare Services Extracted from Clinical Records

Author(s): Dimitrios Vogiatzis; Ernestina Menasalvas Ruiz; Mariano Provencio; Maria-Esther Vidal; Maria Torrente; Alejandro Rodríguez González; George Paliouras; Manuel Scurti
Published in: CBMS, Issue 4, 2020, ISSN 2372-9198
DOI: 10.5281/zenodo.3862243

Big Data im Gesundheitswesen – Regulierung und Herausforderungen in acht europäischen Ländern (Big Data in healthcare – regulation and challenges in eight European countries)

Author(s): Rik Wehrens, Johanna Kostenzer
Published in: ÖGPH-Newsletter Juni 2019, 2019, Page(s) 2-3, ISSN 2309-2246

Self-contained Information Retention Format (SIRF)

Author(s): Simona Rabinovici-Cohen, Philip Viana, Sam Fineberg
Published in: 2019, Page(s) 1-37

Data Science in Healthcare: Benefits, Challenges and Opportunities

Author(s): Ziawasch Abedjan, Nozha Boujemaa, Stuart Campbell, Patricia Casla, Supriyo Chatterjea, Sergio Consoli, Cristobal Costa-Soria, Paul Czech, Marija Despenic, Chiara Garattini, Dirk Hamelinck, Adrienne Heinrich, Wessel Kraaij, Jacek Kustra, Aizea Lojo, Marga Martin Sanchez, Miguel A. Mayer, Matteo Melideo, Ernestina Menasalvas, Frank Moller Aarestrup, Elvira Narro Artigot, Milan Petković, Diego Refor
Published in: Data Science for Healthcare - Methodologies and Applications, 2019, Page(s) 3-38
DOI: 10.1007/978-3-030-05249-2_1

Deep Metric Learning for Sequential Data Using Approximate Information

Author(s): Stefan Thaler, Vlado Menkovski, Milan Petkovic
Published in: Machine Learning and Data Mining in Pattern Recognition - 14th International Conference, MLDM 2018, New York, NY, USA, July 15-19, 2018, Proceedings, Part I, Issue 10934, 2018, Page(s) 269-282
DOI: 10.1007/978-3-319-96136-1_22

External Validation of a “Black-Box” Clinical Predictive Model in Nephrology: Can Interpretability Methods Help Illuminate Performance Differences?

Author(s): Harry F. da Cruz, Boris Pfahringer, Frederic Schneider, Alexander Meyer, Matthieu-P. Schapranow
Published in: Artificial Intelligence in Medicine - 17th Conference on Artificial Intelligence in Medicine, AIME 2019, Poznan, Poland, June 26–29, 2019, Proceedings, Issue 11526, 2019, Page(s) 191-201
DOI: 10.1007/978-3-030-21642-9_25

Multimodal Prediction of Breast Cancer Relapse Prior to Neoadjuvant Chemotherapy Treatment

Author(s): Simona Rabinovici-Cohen, Ami Abutbul, Xosé M. Fernández, Oliver Hijano Cubelos, Shaked Perek, Tal Tlusty
Published in: Predictive Intelligence in Medicine - Third International Workshop, PRIME 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings, Issue 12329, 2020, Page(s) 188-199
DOI: 10.1007/978-3-030-59354-4_18