Marleen de Bruijne

Marleen de Bruijne

Professor


  1. Published

    Multi-feature-based plaque characterization in ex vivo MRI trained by registration to 3D histology

    Engelen, A. V., Niessen, W. J., Klein, S., Groen, H. C., Verhagen, H. J. M., Wentzel, J. J., Lugt, A. V. D. & de Bruijne, Marleen, 2012, In: Physics in Medicine and Biology. 57, 1, p. 241-256 16 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  2. Multi-object segmentation using shape particles

    de Bruijne, Marleen & Nielsen, M., 2005, Information Processing in Medical Imaging. <Forlag uden navn>, p. 762-773 (Lecture notes in computer science, Vol. 3565/2005).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  3. Published

    Multi-object tracking of human spermatozoa

    Sørensen, L. E. B. L., Østergaard, J., Johansen, P. & de Bruijne, Marleen, 2008, Medical Imaging 2008: Image Processing, Conference Proceedings. Reinhardt, J. M. & Pluim, J. P. W. (eds.). SPIE - International Society for Optical Engineering, p. 69142C 12 p. (Proceedings of SPIE; No. 6914).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  4. Published

    Multi-task Attention-Based Semi-supervised Learning for Medical Image Segmentation

    Chen, S., Bortsova, G., Juárez, A. G. U., van Tulder, G. & de Bruijne, Marleen, 1 Jan 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer VS, p. 457-465 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 11766 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  5. Published

    Multicentre chest computed tomography standardisation in children and adolescents with cystic fibrosis: the way forward

    Kuo, W., Kemner-van de Corput, M. P. C., Perez-Rovira, A., de Bruijne, Marleen, Fajac, I., Tiddens, H. A. W. M. & van Straten, M., 2016, In: The European Respiratory Journal. 47, 6, p. 1706-1717 12 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  6. Published

    Multiple classifier systems in texton-based approach for the classification of CT images of Lung

    Gangeh, M. J., Sørensen, L., Shaker, S. B., Kamel, M. S. & de Bruijne, Marleen, 2011, Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging: International MICCAI Workshop, MCV 2010, Beijing, China, September 20, 2010, Revised Selected Papers. Menze, B., Langs, G., Tu, Z. & Criminsi, A. (eds.). Springer, p. 153-163 11 p. (Lecture notes in computer science, Vol. 6533).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  7. Published
  8. Published

    Multiscale Vessel-guided Airway Tree Segmentation

    Lo, P. C. P., Sporring, Jon & de Bruijne, Marleen, 2009, Proceedings of Second International Workshop on Pulmonary Image Analysis. Brown, M., de Bruijne, M., van Ginneken, B., Kiraly, A., Kuhnigk, J-M., Lorenz, C., McClelland, J. R., Mori, K., Reeves, A. & Reinhardt, J. M. (eds.). CreateSpace, p. 323-332 10 p.

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  9. Published

    Natural Progression of Lung Density Changes in COPD Measured by MSCT: Correlation to Lung Function

    Edula, G., Ashraf, H., Lo, P., de Bruijne, Marleen, Dahlbäck, M. & Pedersen, J. H., 2009, In: American Journal of Respiratory and Critical Care Medicine. 1, p. A6215 1 p.

    Research output: Contribution to journalConference abstract in journalResearchpeer-review

  10. Published

    Nested star-shaped objects segmentation using diameter annotations

    Camarasa, R., Kervadec, H., Kooi, M. E., Hendrikse, J., Nederkoorn, P. J., Bos, D. & de Bruijne, Marleen, 2023, In: Medical Image Analysis. 90, 11 p., 102934.

    Research output: Contribution to journalJournal articleResearchpeer-review

  11. Published

    Nonrigid registration of volumetric images using ranked order statistics

    Tennakoon, R., Bab-Hadiashar, A., Cao, Z. & de Bruijne, Marleen, 2014, In: I E E E Transactions on Medical Imaging. 33, 2, p. 422-432 11 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  12. Published

    Not-so-supervised: A survey of semi-supervised, multi-instance, and transfer learning in medical image analysis

    Cheplygina, V., de Bruijne, Marleen & Pluim, J. P. W., 29 Mar 2019, In: Medical Image Analysis. 54, p. 280-296 17 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  13. Published

    Objective airway artery dimensions compared to CT scoring methods assessing structural cystic fibrosis lung disease

    Kuo, W., Andrinopoulou, E., Perez-Rovira, A., Ozturk, H., de Bruijne, Marleen & Tiddens, H. A. W. M., Jan 2017, In: Journal of Cystic Fibrosis. 16, 1, p. 116–123 8 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  14. Published

    Obstructive pulmonary function: Patient classification using 3D registration of inspiration and expiration CT images

    Murphy, K., van Ginneken, B., van Rikxoort, E. M., de Hoop, B. J., Prokop, M., Lo, P., de Bruijne, Marleen & Pluim, J. P. W., 2009, Proceedings of the Second International Workshop on Pulmonary Image Analysis. Brown, M., de Bruijne, M., van Ginneken, B., Kiraly, A., Kuhnigk, J-M., Lorenz, C., Lorenz, C., McClelland, J. R., Mori, K., Reeves, A. & Reinhardt, J. M. (eds.). ClearSpace, p. 37-49 12 p.

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  15. Published

    Optimal CT-technique for the detection of emphysema progression

    Shaker, S. B., Lo, P. C. P., Wigstrom, L., de Bruijne, Marleen & Dirksen, A., 2010.

    Research output: Contribution to conferenceConference abstract for conferenceResearchpeer-review

  16. Published

    Optimal graph based segmentation using flow lines with application to airway wall segmentation

    Petersen, Jens, Nielsen, Mads, Lo, P. C. P., Saghir, Z., Dirksen, A. & de Bruijne, Marleen, 2011, Information Processing in Medical Imaging: 22nd International Conference, IPMI 2011, Kloster Irsee, Germany, July 3-8, 2011. Proceedings. Székely, G. & Hahn, H. K. (eds.). Springer, p. 49-60 12 p. (Lecture notes in computer science, Vol. 6801).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  17. Published

    Optimal surface segmentation using flow lines to quantify airway abnormalities in chronic obstructive pulmonary disease

    Petersen, Jens, Nielsen, Mads, Lo, P. C. P., Nordenmark, L. H., Pedersen, J. J. H., Wille, M. M. W., Dirksen, A. & de Bruijne, Marleen, 2014, In: Medical Image Analysis. 18, 3, p. 531-541 11 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  18. Published

    PRAGMA-CF. A quantitative structural lung disease CT outcome in young children with cystic fibrosis

    Rosenow, T., Oudraad, M. C. J., Murray, C. P., Turkovic, L., Kuo, W., de Bruijne, Marleen, Ranganathan, S. C., Tiddens, H. A. W. M. & Stick, S. M., 2015, In: American Journal of Respiratory and Critical Care Medicine. 191, 10, p. 1158-1165 8 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  19. Published

    Pattern Recognition based Emphysema Quantification

    Sørensen, L. E. B. L. & de Bruijne, Marleen, 2008, Proceedings of the 16th Danish Conference on Pattern Recognition and Image Analysis. Olsen, S. I. (ed.). Department of Computer Science, University of Copenhagen, 2 p. (Department of Computer Science. University of Copenhagen. Technical Report; No. 08-10).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearch

  20. Published

    Performance of segmentation software on large longitudinal database of pulmonary nodules in the Danish Lung Cancer Screening Trial (DLCST)

    Saghir, Z., Jacobs, C., van Ginneken, B., de Bruijne, Marleen, Dirksen, A. & Pedersen, J. H., 2012, In: European Respiratory Journal. 40, Supplement 56, p. 23s 1 p., P262.

    Research output: Contribution to journalConference abstract in journalResearchpeer-review

  21. Published

    Plaque characterization in ex vivo MRI evaluated by dense 3D correspondence with histology

    van Engelen, A., de Bruijne, Marleen, Klein, S., Verhagen, H., Groen, H., Wentzel, J., van der Lugt, A. & Niessen, W., 2011, Medical Imaging 2011: computer-aided diagnosis. Summers, R. M. & van Ginneken, B. (eds.). SPIE - International Society for Optical Engineering, Vol. Part One. 11 p. 796329. (Progress in Biomedical Optics and Imaging; No. 32, Vol. 12).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  22. Published

    Plaque characterization in ex vivo MRI evaluated by dense 3D correspondence with histology

    van Engelen, A., de Bruijne, Marleen, Klein, S., Groen, H., Wentzel, J., van der Lugt, A. & Niessen, W., 2011.

    Research output: Contribution to conferenceConference abstract for conferenceResearch

  23. Published

    Prediction of dementia by hippocampal shape analysis

    Achterberg, H., van der Lijn, F., den Heijer, T., van der Lugt, A., Breteler, M., Niessen, W. & de Bruijne, Marleen, 2011.

    Research output: Contribution to conferenceConference abstract for conferenceResearch

  24. Published

    Prediction of dementia by hippocampal shape analysis

    Achterberg, H. C., van der Lijn, F., den Heijer, T., van der Lugt, A., Breteler, M. M. B., Niessen, W. J. & de Bruijne, Marleen, 2010, Machine Learning in Medical Imaging: First International Workshop, MLMI 2010, Held in Conjunction with MICCAI 2010, Beijing, China, September 20, 2010. Proceedings. Wang, F., Yan, P., Suzuki, K. & Shen, D. (eds.). Springer, p. 42-49 8 p. (Lecture notes in computer science, Vol. 6357).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  25. Published

    Preface

    Brown, M., de Bruijne, Marleen, Ginneken, B. V., Kuhnigk, A. K. A. J. M., Lorenz, C., McClelland, J. R., Mori, K., Reeves, A. P. & Reinhardt, J., 2009, Second International Workshop on Pulmonary Image Analysis: Proceedings of the Second International Workshop on Pulmonary Image Analysis. Create Space, p. 1

    Research output: Chapter in Book/Report/Conference proceedingBook chapterResearch

  26. Published

    Preface

    Ernst, F., Heinrich, M., Lellmann, J., Schlaefer, A., Dou, Q. & de Bruijne, Marleen, 2021, e Proceedings of the Fourth International Conference on Medical Imaging with Deep Learning – MIDL 2021. PMLR, p. 1-4 (Proceedings of Machine Learning Research, Vol. 143).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearch

  27. Published

    Preface: Information Processing in Medical Imaging (IPMI 2023)

    Frangi, A., de Bruijne, Marleen, Wassermann, D. & Navab, N., 2023, Information Processing in Medical Imaging: 28th International Conference, IPMI 2023, San Carlos de Bariloche, Argentina, June 18–23, 2023, Proceedings. Springer, p. v-vi (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 13939 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingPreface/postscriptResearch

  28. Published

    Preface

    Arbel, T., Ayed, I. B., de Bruijne, Marleen, Descoteaux, M., Lombaert, H. & Pal, C., 2020, Proceedings of the Third Conference on Medical Imaging with Deep Learning – MIDL 2020. PMLR, Vol. 121. p. 1-5 (Proceedings of Machine Learning Research, Vol. 121).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearch

  29. Published

    Preface

    Brown, M., de Bruijne, Marleen, Ginneken, B. V., Kiraly, A., Kuhnigk, J. M., Lorenz, C., Mori, K. & Reinhardt, J., 2008, The First International Workshop on Pulmonary Image Analysis. Canada: Lulu.com, 1 p.

    Research output: Chapter in Book/Report/Conference proceedingBook chapterResearch

  30. Published

    Preface (vols 1-8)

    de Bruijne, Marleen, Cattin, P. C., Cotin, S., Padoy, N., Speidel, S., Zheng, Y. & Essert, C., 2021, Medical Image Computing and Computer Assisted Intervention – MICCAI 2021: 24th International Conference, Strasbourg, France, September 27 – October 1, 2021, Proceedings, Part VII. Springer, Vol. 12905 LNCS. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearch

  31. Published

    Prior knowledge regularization in statistical medical image tasks

    Crimi, A., Sporring, Jon, de Bruijne, Marleen, Lillholm, Martin & Nielsen, Mads, 2009, Proceedings of the MICCAI Workshop on Probabilistic Models for Medical Image Analysis. 12 p.

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  32. Published

    Probability of malignancy based on automatic segmentation and software measurements of nodules in the Danish lung cancer screening trial (DLCST)

    Saghir, Z., Jacobs, C., van Ginneken, B., de Bruijne, Marleen, Dirksen, A. & Pedersen, J. H., 2012, In: European Respiratory Journal. 40, Supplement 56, p. 777s 1 p., P4185.

    Research output: Contribution to journalConference abstract in journalResearchpeer-review

  33. Published

    Quantification and visualization of variation in anatomical trees

    Amenta, N., Datar, M., Dirksen, A., de Bruijne, Marleen, Feragen, A., Ge, X., Pedersen, J., Howard, M., Owen, M., Petersen, Jens, Shi, J. & Xu, Q., 2015, Research in shape modeling. Leonard, K. & Tari, S. (eds.). Springer, p. 57-79 23 p. (Association for Women in Mathematics Series, Vol. 1).

    Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

  34. Published

    Quantification of Lung Abnormalities in Cystic Fibrosis using Deep Networks

    Marques, F., Dubost, F., Corput, M. K. D., Tiddens, H. A. W. & de Bruijne, Marleen, 2018, Medical Imaging 2018: Image Processing. SPIE - International Society for Optical Engineering, 7 p. 105741G. (Proceedings of SPIE International Symposium on Medical Imaging, Vol. 10574).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  35. Published

    Quantification of diaphragm mechanics in Pompe disease using dynamic 3D MRI

    Mogalle, K., Perez-Rovira, A., Ciet, P., Wens, S. C. A., van Doorn, P. A., Tiddens, H. A. W. M., van der Ploeg, A. T. & de Bruijne, Marleen, 2016, In: P L o S One. 11, 7, 24 p., e0158912.

    Research output: Contribution to journalJournal articleResearchpeer-review

  36. Published

    Quantification of smoothing requirement for 3D optic flow calculation of volumetric images

    Bab-Hadiashar, A., Tennakoon, R. B. & de Bruijne, Marleen, 2013, In: IEEE Transactions on Image Processing. 22, 6, p. 2128-2137 10 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  37. Published

    Quantifying calcification in the lumbar aorta on X-ray images

    Conrad-Hansen, L. A., de Bruijne, Marleen, Lauze, F. B., Tankó, L. B., Pettersen, P. C., He, Q., Chen, J., Christiansen, C. & Nielsen, Mads, 2007, Medical Image Computing and Computer-Assisted Intervention: 10th International conference, Brisbane, Australia, October 29 - November 2, 2007, Proceedings, Part II. Ayache, N., Ourselin, S. & Maeder, A. (eds.). Springer, p. 352-359 (Lecture notes in computer science; No. 4792).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  38. Published

    Quantifying emphysema extent from weakly labeled CT scans of the lungs using label proportions learning

    Ørting, S. N., Petersen, Jens, Wille, M., Thomsen, L. & de Bruijne, Marleen, 2016, The Sixth International Workshop on Pulmonary Image Analysis. Beichel, R. R., Farahani, K., Jacobs, C., Kabus, S., Kiraly, A. P., Kuhnigk, J-M., McClelland, J. R., Mori, K., Petersen, J. & S. R. (eds.). CreateSpace Independent Publishing Platform , p. 31-42 11 p.

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  39. Published

    Quantitative Comparison of Monte-Carlo Dropout Uncertainty Measures for Multi-class Segmentation

    Camarasa, R., Bos, D., Hendrikse, J., Nederkoorn, P., Kooi, E., van der Lugt, A. & de Bruijne, Marleen, 2020, Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Graphs in Biomedical Image Analysis - 2nd International Workshop, UNSURE 2020, and 3rd International Workshop, GRAIL 2020, Held in Conjunction with MICCAI 2020, Proceedings. Sudre, C. H., Fehri, H., Arbel, T., Baumgartner, C. F., Dalca, A., Tanno, R., Van Leemput, K., Wells, W. M., Sotiras, A., Papiez, B., Ferrante, E. & Parisot, S. (eds.). Springer, p. 32-41 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 12443 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  40. Published

    Quantitative airway analysis in longitudinal studies using groupwise registration and 4D optimal surfaces

    Petersen, Jens, Modat, M., Cardoso, M. J., Dirksen, A., Ourselin, S. & de Bruijne, Marleen, 2013, Medical Image Computing and Computer-Assisted Intervention – MICCAI 2013: 16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part II. Mori, K., Sakuma, I., Sato, Y., Barillot, C. & Navab, N. (eds.). Springer, Vol. 2. p. 287-294 8 p. (Lecture notes in computer science, Vol. 8150).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  41. Published

    Quantitative analysis of airway abnormalities in CT

    Petersen, Jens, Lo, P. C. P., Nielsen, Mads, Edula, G., Ashraf, H., Dirksen, A. & de Bruijne, Marleen, 2010, Medical Imaging 2010: computer-aided Diagnosis. Karssemeijer, N. & Summers, R. M. (eds.). SPIE - International Society for Optical Engineering, 12 p. 76241S. (Progress in Biomedical Optics and Imaging; No. 34, Vol. 11).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  42. Published

    Quantitative analysis of pulmonary emphysema using local binary patterns

    Sørensen, L. E. B. L., Shaker, S. B. & de Bruijne, Marleen, 2010, In: IEEE Transactions on Medical Imaging. 29, 2, p. 559-569 11 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  43. Published

    Quantitative image analysis using statistical models

    de Bruijne, Marleen, 2007, International workshop on image analysis in the life sciences: Theory and applications. Johannes Kepler Universität, Linz (Austria), february 28 - March 2, 2007. p. 10 1 p.

    Research output: Chapter in Book/Report/Conference proceedingConference abstract in proceedingsCommissioned

  44. Quantitative imaging biomarkers in neurologic disease: population study perspective

    Niessen, W. J., Vrooman, H. A., de Boer, R., van der Lijn, F., Achterberg, H. C., Koek, M., Klein, S., van der Lugt, A., de Bruijne, Marleen, Ikram, M. A. & Vernooij, M. W., 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI). IEEE, p. 911 1 p.

    Research output: Chapter in Book/Report/Conference proceedingConference abstract in proceedingsResearchpeer-review

  45. Quantitative vertebral morphometry using neighbor-conditional shape models

    de Bruijne, Marleen, Lund, M. T., Tankó, L. B., Pettersen, P. C. & Nielsen, M., 2006, Medical Image Computing and Computer-Assisted Intervention – MICCAI 2006: 9th International Conference, Copenhagen, Denmark, October 1-6, 2006. Proceedings, Part I. <Forlag uden navn>, p. 1-8 (Lecture notes in computer science, Vol. 4190/2006).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  46. Published

    Quantitative vertebral morphometry using neighbor-conditional shape models

    de Bruijne, Marleen, Lund, M. T., Tankó, L. B., Pettersen, P. & Nielsen, Mads, 2007, In: Medical Image Analysis. 11, 5, p. 503-512

    Research output: Contribution to journalJournal articleResearchpeer-review

  47. Quantizing Calcification in the Lumbar Aorta on 2-D Lateral X-Ray Images

    Conrad-Hansen, L. A., de Bruijne, Marleen, Lauze, F., Tanko, L. B. & Nielsen, M., 2005, Computer Vision for Biomedical Image Applications: ICCV workshop. <Forlag uden navn>, p. 409-418 (Lecture notes in computer science, Vol. 3765/2005).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  48. Published

    Reference values and variation of acetabular angles measured by computed tomography in 170 asymptomatic hips

    Mechlenburg, I., Stilling, M., Rømer, L., de Bruijne, Marleen, Søballe, K. & de Raedt, S., 28 Feb 2019, In: Acta Radiologica. 60, 7, p. 895–901

    Research output: Contribution to journalJournal articleResearchpeer-review

  49. Published

    Region-of-interest guided supervoxel inpainting for self-supervision

    Kayal, S., Chen, S. & de Bruijne, Marleen, 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Springer VS, p. 500-509 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 12261 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  50. Published

    Regression-based cardiac motion prediction from single-phase CTA

    Metz, C. T., Baka, N., Kirisli, H., Schaap, M., Klein, S., Neefjes, L. A., Mollet, N. R., Lelieveldt, B., de Bruijne, Marleen, Niessen, W. J. & Walsum, T. V., 2012, In: I E E E Transactions on Medical Imaging. 31, 6, p. 1311-1325 15 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

ID: 545222