The application of a workflow integrating the variable reproducibility and harmonizability of radiomic features on a phantom dataset von Ibrahim, Abdalla, Refaee, Turkey, Leijenaar, Ralph T H, Primakov, Sergey, Hustinx, Roland, Mottaghy, Felix M, Woodruff, Henry C, Maidment, Andrew D A, Lambin, Philippe

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Challenges and caveats of a multi-center retrospective radiomics study: an example of early treatment response assessment for NSCLC patients using FDG-PET/CT radiomics von van Timmeren, Janna E, Carvalho, Sara, Leijenaar, Ralph T H, Troost, Esther G C, van Elmpt, Wouter, de Ruysscher, Dirk, Muratet, Jean-Pierre, Denis, Fabrice, Schimek-Jasch, Tanja, Nestle, Ursula, Jochems, Arthur, Woodruff, Henry C, Oberije, Cary, Lambin, Philippe

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Deep learning for the fully automated segmentation of the inner ear on MRI von Vaidyanathan, Akshayaa, van der Lubbe, Marly F. J. A., Leijenaar, Ralph T. H., van Hoof, Marc, Zerka, Fadila, Miraglio, Benjamin, Primakov, Sergey, Postma, Alida A., Bruintjes, Tjasse D., Bilderbeek, Monique A. L., Sebastiaan, Hammer, Dammeijer, Patrick F. M., van Rompaey, Vincent, Woodruff, Henry C., Vos, Wim, Walsh, Seán, van de Berg, Raymond, Lambin, Philippe

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External validation of a radiomic signature to predict p16 (HPV) status from standard CT images of anal cancer patients von Leijenaar, Ralph T. H., Walsh, Sean, Akshayaa Vaidyanathan, Aliboni, Lorenzo, Sanchez, Victoria Lopez, Leech, Michelle, Joyce, Ronan, Gillham, Charles, Kridelka, Frédéric, Hustinx, Roland, Danthine, Denis, Occhipinti, Mariaelena, Vos, Wim, Guiot, Julien, Lambin, Philippe, Lovinfosse, Pierre

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Diagnosis of Invasive Lung Adenocarcinoma Based on Chest CT Radiomic Features of Part-Solid Pulmonary Nodules: A Multicenter Study von Wu, Guangyao, Woodruff, Henry C, Shen, Jing, Refaee, Turkey, Sanduleanu, Sebastian, Ibrahim, Abdalla, Leijenaar, Ralph T H, Wang, Rui, Xiong, Jingtong, Bian, Jie, Wu, Jianlin, Lambin, Philippe

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A review in radiomics: Making personalized medicine a reality via routine imaging von Guiot, Julien, Vaidyanathan, Akshayaa, Deprez, Louis, Zerka, Fadila, Danthine, Denis, Frix, Anne‐Noelle, Lambin, Philippe, Bottari, Fabio, Tsoutzidis, Nathan, Miraglio, Benjamin, Walsh, Sean, Vos, Wim, Hustinx, Roland, Ferreira, Marta, Lovinfosse, Pierre, Leijenaar, Ralph T.H.

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Radiomic feature clusters and Prognostic Signatures specific for Lung and Head & Neck cancer von Parmar, Chintan, Leijenaar, Ralph T. H., Grossmann, Patrick, Rios Velazquez, Emmanuel, Bussink, Johan, Rietveld, Derek, Rietbergen, Michelle M., Haibe-Kains, Benjamin, Lambin, Philippe, Aerts, Hugo J.W.L.

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Influence of gray level discretization on radiomic feature stability for different CT scanners, tube currents and slice thicknesses: a comprehensive phantom study von Larue, Ruben T H M, van Timmeren, Janna E, de Jong, Evelyn E C, Feliciani, Giacomo, Leijenaar, Ralph T H, Schreurs, Wendy M J, Sosef, Meindert N, Raat, Frank H P J, van der Zande, Frans H R, Das, Marco, van Elmpt, Wouter, Lambin, Philippe

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Feature selection methodology for longitudinal cone-beam CT radiomics von van Timmeren, Janna E, Leijenaar, Ralph T H, van Elmpt, Wouter, Reymen, Bart, Lambin, Philippe

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Stability of FDG-PET Radiomics features: An integrated analysis of test-retest and inter-observer variability von Leijenaar, Ralph T. H., Carvalho, Sara, Velazquez, Emmanuel Rios, van Elmpt, Wouter J. C., Parmar, Chintan, Hoekstra, Otto S., Hoekstra, Corneline J., Boellaard, Ronald, Dekker, André L. A. J., Gillies, Robert J., Aerts, Hugo J. W. L., Lambin, Philippe

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[18F]FDG PET radiomics to predict disease-free survival in cervical cancer: a multi-scanner/center study with external validation von Ferreira, Marta, Lovinfosse, Pierre, Hermesse, Johanne, Decuypere, Marjolein, Rousseau, Caroline, Lucia, François, Schick, Ulrike, Reinhold, Caroline, Robin, Philippe, Hatt, Mathieu, Visvikis, Dimitris, Bernard, Claire, Leijenaar, Ralph T. H., Kridelka, Frédéric, Lambin, Philippe, Meyer, Patrick E., Hustinx, Roland

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[18F]FDG PET/CT-based response assessment of stage IV non-small cell lung cancer treated with paclitaxel-carboplatin-bevacizumab with or without nitroglycerin patches von de Jong, Evelyn E. C., van Elmpt, Wouter, Leijenaar, Ralph T. H., Hoekstra, Otto S., Groen, Harry J. M., Smit, Egbert F., Boellaard, Ronald, van der Noort, Vincent, Troost, Esther G. C., Lambin, Philippe, Dingemans, Anne-Marie C.

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Defining the biological basis of radiomic phenotypes in lung cancer von Grossmann, Patrick, Stringfield, Olya, El-Hachem, Nehme, Bui, Marilyn M, Rios Velazquez, Emmanuel, Parmar, Chintan, Leijenaar, Ralph Th, Haibe-Kains, Benjamin, Lambin, Philippe, Gillies, Robert J, Aerts, Hugo Jwl

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Static FET PET radiomics for the differentiation of treatment-related changes from glioma progression von Müller, Marguerite, Winz, Oliver, Gutsche, Robin, Leijenaar, Ralph T. H., Kocher, Martin, Lerche, Christoph, Filss, Christian P., Stoffels, Gabriele, Steidl, Eike, Hattingen, Elke, Steinbach, Joachim P., Maurer, Gabriele D., Heinzel, Alexander, Galldiks, Norbert, Mottaghy, Felix M., Langen, Karl-Josef, Lohmann, Philipp

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18F-fluorodeoxyglucose positron-emission tomography (FDG-PET)-Radiomics of metastatic lymph nodes and primary tumor in non-small cell lung cancer (NSCLC) - A prospective externally... von Carvalho, Sara, Leijenaar, Ralph T H, Troost, Esther G C, van Timmeren, Janna E, Oberije, Cary, van Elmpt, Wouter, de Geus-Oei, Lioe-Fee, Bussink, Johan, Lambin, Philippe

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Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in multicentric Medical Imaging (C-DistriM) von Zerka, Fadila, Urovi, Visara, Vaidyanathan, Akshayaa, Barakat, Samir, Leijenaar, Ralph T.H., Walsh, Sean, Gabrani-Juma, Hanif, Miraglio, Benjamin, Woodruff, Henry C., Dumontier, Michel, Lambin, Philippe

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Privacy preserving distributed learning classifiers – Sequential learning with small sets of data von Zerka, Fadila, Urovi, Visara, Bottari, Fabio, Leijenaar, Ralph T.H., Walsh, Sean, Gabrani-Juma, Hanif, Gueuning, Martin, Vaidyanathan, Akshayaa, Vos, Wim, Occhipinti, Mariaelena, Woodruff, Henry C., Dumontier, Michel, Lambin, Philippe

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Correction to: [18F]FDG PET radiomics to predict disease-free survival in cervical cancer: a multi-scanner/center study with external validation von Ferreira, Marta, Lovinfosse, Pierre, Hermesse, Johanne, Decuypere, Marjolein, Rousseau, Caroline, Lucia, François, Schick, Ulrike, Reinhold, Caroline, Robin, Philippe, Hatt, Mathieu, Visvikis, Dimitris, Bernard, Claire, Leijenaar, Ralph T. H., Kridelka, Frédéric, Lambin, Philippe, Meyer, Patrick E., Hustinx, Roland

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Development and Validation of an Automated Radiomic CT Signature for Detecting COVID-19 von Guiot, Julien, Vaidyanathan, Akshayaa, Deprez, Louis, Zerka, Fadila, Danthine, Denis, Frix, Anne-Noëlle, Thys, Marie, Henket, Monique, Canivet, Gregory, Mathieu, Stephane, Eftaxia, Evanthia, Lambin, Philippe, Tsoutzidis, Nathan, Miraglio, Benjamin, Walsh, Sean, Moutschen, Michel, Louis, Renaud, Meunier, Paul, Vos, Wim, Leijenaar, Ralph T H, Lovinfosse, Pierre

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Radiomics: the bridge between medical imaging and personalized medicine von Lambin, Philippe, Leijenaar, Ralph T.H., Deist, Timo M., Peerlings, Jurgen, de Jong, Evelyn E.C., van Timmeren, Janita, Sanduleanu, Sebastian, Larue, Ruben T.H.M., Even, Aniek J.G., Jochems, Arthur, van Wijk, Yvonka, Woodruff, Henry, van Soest, Johan, Lustberg, Tim, Roelofs, Erik, van Elmpt, Wouter, Dekker, Andre, Mottaghy, Felix M., Wildberger, Joachim E., Walsh, Sean

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