Deliverables Documents, reports (20) Report on validation of pilots in Healthcare Industrialization (KPI tracking) Report on validation of pilots in Oncology (KPI tracking) Report on validation of pilots in Oncology (KPI tracking) Three causal models which identify variables and causal relationships that prohibit and enable the use of Big data technology and a workshop to validate and strengthen the model. Country specific infographics that summarize the relevant regulations for Big data technologies in the healthcare sector Report on the results from Trial for pilots in Oncology Report on validation of pilots in Population Health (KPI tracking) Dissemination procedures Report on the results from Trial for pilots in Population Health Initial prototypes of specific components for all BigMedilytics pilots (software) Report on the results from Trial for pilots in Healthcare Industrialization Intermediate report on dissemination activities Communication plan and tools Material prepared for the workshops and final conclusions Updated prototypes of specific components for all BigMedilytics pilots (software) Final report and outreach and dissemination activities Statistical model to measure the increase of productivity (at least 20%) including a workshop with all the pilot partners to validate the model. Website portal A tool to develop a plan of action that is consistent with the business strategy for future pilots. Combining the output and providing guidance for different kinds of stakeholders on (i) Health policy, (ii) Business models and (iii) Technology components (referred to as the BigMedilytics Blueprint) and privacy, legal and ethical aspects. Final implementations of specific components for all BigMedilytics pilots (software) T0 base line measurement of the KPIs Publications Peer reviewed articles (12) 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 Publisher: Kluwer Academic/Plenum Publishers DOI: 10.1007/s10916-019-1473-4 Privacy-preserving dataset combination and Lasso regression for healthcare predictions Author(s): Marie Beth van Egmond, Gabriele Spini, Onno van der Galien, Arne IJpma, Thijs Veugen, Wessel Kraaij, Alex Sangers, Thomas Rooijakkers, Peter Langenkamp, Bart Kamphorst, Natasja van de L’Isle, Milena Kooij-Janic Published in: BMC Medical Informatics and Decision Making, Issue 21/1, 2021, ISSN 1472-6947 Publisher: BioMed Central DOI: 10.1186/s12911-021-01582-y TBase - an Integrated Electronic Health Record and Research Database for Kidney Transplant Recipients Author(s): Danilo Schmidt, Bilgin Osmanodja, Matthias Pfefferkorn, Verena Graf, Dirk Raschke, Wiebke Duettmann, Marcel G. Naik, Carolin J. Gethmann, Manuel Mayrdorfer, Fabian Halleck, Lutz Liefeldt, Petra Glander, Oliver Staeck, Michael Mallach, Martin Peuker, Klemens Budde Published in: Journal of Visualized Experiments, Issue 170, 2021, ISSN 1940-087X Publisher: MYJoVE Corporation DOI: 10.3791/61971 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 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) 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 Publisher: MDPI 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 Publisher: Future Internet 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 Publisher: John Wiley & Sons Ltd DOI: 10.1002/ehf2.13113 eHealth in transplantation Author(s): Wiebke Duettmann, Marcel G. Naik, Bianca Zukunft, Bilgin Osmonodja, Friederike Bachmann, Mira Choi, Roland Roller, Manuel Mayrdorfer, Fabian Halleck, Danilo Schmidt, Klemens Budde Published in: Transplant International, Issue 34/1, 2021, Page(s) 16-26, ISSN 0934-0874 Publisher: Blackwell Publishing Inc. DOI: 10.1111/tri.13778 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 Publisher: JMIR DOI: 10.2196/16779 Heart failure and promotion of physical activity before and after cardiac rehabilitation (HF‐aPProACH): a study protocol Author(s): Marlou A.M. Limpens, Muhammed T. Gürgöze, Mattie J. Lenzen, Stefan Roest, Trudy Voortman, Maryam Kavousi, Nienke Hoeve, Madoka Sunamura, Iris Uijl, Peter J. Spek, Jasper J. Brugts, Olivier C. Manintveld, Arne S. IJpma, Eric Boersma Published in: ESC Heart Failure, 2021, ISSN 2055-5822 Publisher: Wiley Online Library DOI: 10.1002/ehf2.13505 Digital Home-Monitoring of Patients after Kidney Transplantation: The MACCS Platform Author(s): Wiebke Duettmann, Marcel G. Naik, Danilo Schmidt, Matthias Pfefferkorn, Matthias Kurz, Verena Graf, Andrea Kreichgauer, Severin Hoegl, Max Haenska, Tim Gielsdorf, Tillmann Breitenstein, Bilgin Osmanodja, Petra Glander, Jannis Bakker, Manuel Mayrdorfer, Carolin J. Gethmann, Friederike Bachmann, Mira Choi, Eva Schrezenmeier, Bianca Zukunft, Fabian Halleck, Klemens Budde Published in: Journal of Visualized Experiments, Issue 170, 2021, ISSN 1940-087X Publisher: MYJoVE Corporation DOI: 10.3791/61899 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 Publisher: John Wiley & Sons Ltd on behalf of the European Society of Cardiology DOI: 10.1002/ehf2.12595 Conference proceedings (10) 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, ISBN 9781510634046 Publisher: SPIE 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, ISBN 978-1-7281-4617-1 Publisher: IEEE 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 Publisher: Association for Computational Linguistics 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 Publisher: Association for Computational Linguistics 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 Publisher: European Federation for Medical Informatics (EFMI) and IOS Press 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 Publisher: ICLR 2019 Coping with the general data protection regulation; anonymization through multi-party computation technology Author(s): Wouter van Haaften / Alex Sangers / Tom van Engers / Somayeh Djafari Published in: International Legal Informatics Symposium 2020 (IRIS2020), Issue 29 February 2020, 2020 Publisher: International Legal Informatics Symposium 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 Publisher: European Language Resources Association Information Extraction Models for German Clinical Text Author(s): Roland Roller, Laura Seiffe, Ammer Ayach, Sebastian Moller, Oliver Marten, Michael Mikhailov, Christoph Alt, Danilo Schmidt, Fabian Halleck, Marcel Naik, Wiebke Duettmann, Klemens Budde Published in: 2020 IEEE International Conference on Healthcare Informatics (ICHI), 2020, Page(s) 1-2, ISBN 978-1-7281-5382-7 Publisher: IEEE DOI: 10.1109/ichi48887.2020.9374385 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 Publisher: IEEE DOI: 10.5281/zenodo.3862243 Other (3) Prediction of Five-Year Breast Cancer Recurrence in Women Treated with Neoadjuvant Chemotherapy Author(s): Rabinovici-Cohen S., Fernandez X., Grandal Rejo B., Hexter E., Hijano Cubelos O., Pajula J., Polonen H., Reyal F., Rosen-Zvi M. Published in: 2021 Publisher: AMIA Annual Symposium 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 Publisher: ÖGPH, Österreichische Gesellschaft für Public Health (Austrian Association of Public Health) Self-contained Information Retention Format (SIRF) Author(s): Simona Rabinovici-Cohen, Philip Viana, Sam Fineberg Published in: 2019, Page(s) 1-37 Publisher: ISO Non-peer reviewed articles (1) Supervised Analysis for Phenotype Identification: The Case of Heart Failure Ejection Fraction Class Author(s): Cristina Lopez, Jose Luis Holgado, Raquel Cortes, Inma Sauri, Antonio Fernandez, Jose Miguel Calderon, Julio Nuñez, Josep Redon Published in: Bioengineering, Issue 8/6, 2021, Page(s) 85, ISSN 2306-5354 Publisher: Bioengineering DOI: 10.3390/bioengineering8060085 Book chapters (4) 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, ISBN 978-3-030-05248-5 Publisher: Springer International Publishing 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, ISBN 978-3-319-96135-4 Publisher: Springer International Publishing 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, ISBN 978-3-030-21641-2 Publisher: Springer International Publishing 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, ISBN 978-3-030-59353-7 Publisher: Springer International Publishing DOI: 10.1007/978-3-030-59354-4_18 Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
