Medical Care Evolution (MEDOLUTION)

Medolution’s vision is a reduction in the cost of healthcare along with an improvement in the quality of life of patients. The project aims to apply long-term monitoring and real-time decision support in smart environments that integrate professional and user-created data. AI plays an important role in this process to deal with the large amounts of heterogeneous data.



Philips, Bull, Maidis, Prologue, Atos, Sopheon, Technolution


Journal Articles


M.L. Tolhuisen, E. Ponomareva, A.M. Boers, I. Jansen, M.S. Koopman, R.S. Barros, O.A. Berkhemer, W.H. van Zwam, A. van der Lugt, C.B.L.M. Majoie; H.A. Marquering

A convolutional neural network for anterior intra ‐ arterial thrombus detection and segmentation on non ‐ contrast computed tomography of patients with acute ischemic stroke Journal Article

Applied Sciences, 10 (14), 2020.

Abstract | Links | BibTeX


S.W. Baalman, F.E. Schroevers, A.J. Oakley, T.F. Brouwer, W. van der Stuijt, H. Bleijendaal, L.A. Ramos, R.R. Lopes, H.A. Marquering, R.E. Knops,; J.R. de Groot

A morphology based deep learning model for atrial fibrillation detection using single cycle electrocardiographic samples. Journal Article

International Journal of Cardiology, 20 , 2020.

Abstract | Links | BibTeX


H. Prasetya, L.A. Ramos, T. Epema, K.M. Treurniet, B.J. Emmer, I.R. van den Wijngaard, G. Zhang, M. Kappelhof, O.A. Berkhemer, A.J. Yoo, Y.B.E.W.M. Roos, R.J. van Oostenbrugge, D.W.J. Dippel, W.H. van Zwam, A. van der Lugt, B.A.J.M. de Mol, C.B.L.M. Majoie, E. van Bavel, H.A. Marquering

qTICI: Quantitative assessment of brain tissue reperfusion on digital subtraction angiograms of acute ischemic stroke patients Journal Article

International Journal of Stroke, 2020.

Abstract | Links | BibTeX


R.S. Barros, M.L. Tolhuisen, A.M. Boers. I. Jansen, E. Ponomareva, D.W. Dippel, A. van der Lugt, R.J. van Oostenbrugge, W.H. van Zwam, O.A. Berkhemer, M. Goyal, A.M. Demchuk, B.K. Menon, P. Mitchell, M.D. Hill, T.G. Jovin, A. Davalos, B.C.V. Campbell, J.L. Saver, Y.B.W.E.M. Roos, K.W. Muir, P. White, S. Bracard, F. Guillemin, S.D. Olabarriaga, C.B.L.M Majoie, H.A. Marquering

Automatic segmentation of cerebral infarcts in follow-up computed tomography images with convolutional neural networks Journal Article

Journal of NeuroInterventional Surgery, (015471), 2019.

Abstract | Links | BibTeX


A. Hilbert, L.A. Ramos, H.J.A. van Os, S.D. Olabarriaga, M.L. Tolhuisen, M.J.H. Wermer, R.S. Barros, I. van der Schaaf, D. Dippel, Y.B.W.E.M. Roos, W.H. van Zwam, A.J. Yoo, B.J. Emmer, G.J. Lycklama À Nijeholt, A.H. Zwinderman, G.J. Strijkers, C.B.L.M. Majoie, H.A. Marquering

Data-efficient deep learning of radiological image data for outcome prediction after endovascular treatment of patients with acute ischemic stroke Journal Article

Computers in Biology and Medicine, 115 , 2019.

Abstract | Links | BibTeX


B.G. Dutra, M.L. Tolhuisen, H.C.B.R. Alves, K.M. Treurniet, M. Kappelhof, A.J. Yoo, I.G.H. Jansen, D.W.J. Dippel, W.H. van Zwam, R.J. van Oostenbrugge, A.J. da Rocha, H.F. Lingsma, A. van der Lugt, Y.B.W.E.M. Roos, H.A. Marquering, C.B.L.M. Majoie, the MR CLEAN Registry Investigators

Thrombus imaging characteristics and outcomes in acute ischemic stroke patients undergoing endovascular treatment Journal Article

Stroke, 50 (8), pp. 2057–2064, 2019.

Abstract | Links | BibTeX


L.A. Ramos, W.E. van der Steen, R.S. Barros, C.B.L.M. Majoie, R. van den Berg, D. Verbaan, W.P. Vandertop, I.A.J. Jan Zijlstra, A.H. Zwinderman, G.J. Strijkers, S.D. Olabarriaga, H.A. Marquering

Machine learning improves prediction of delayed cerebral ischemia in patients with subarachnoid hemorrhage Journal Article

Journal of NeuroInterventional Surgery , 11 , pp. 497-502, 2018.

Abstract | Links | BibTeX


H.J.A. van Os, L.A. Ramos, A. Hilbert, M.s van Leeuwen, M.A.A. van Walderveen, N.D. Kruyt, D.W.J. Dippel, E.W. Steyerberg, I.C. van der Schaaf, H.F. Lingsma, W.J. Schonewille, C.B.L.M. Majoie, S.D. Olabarriaga, K.H. Zwinderman, E. Venema, H.A. Marquering, M.J.H. Wermer, the MR CLEAN Registry Investigators

Predicting outcome of endovascular treatment for acute ischemic stroke: potential value of machine learning algorithms Journal Article

Frontiers in Neurology, 9 , pp. 784, 2018.

Abstract | Links | BibTeX