Multiple Aneurysms AnaTomy CHallenge 2018 (MATCH): Phase I: Segmentation View Full Text


Ontology type: schema:ScholarlyArticle     


Article Info

DATE

2018-12

AUTHORS

Philipp Berg, Samuel Voß, Sylvia Saalfeld, Gábor Janiga, Aslak W. Bergersen, Kristian Valen-Sendstad, Jan Bruening, Leonid Goubergrits, Andreas Spuler, Nicole M. Cancelliere, David A. Steinman, Vitor M. Pereira, Tin Lok Chiu, Anderson Chun On Tsang, Bong Jae Chung, Juan R. Cebral, Salvatore Cito, Jordi Pallarès, Gabriele Copelli, Benjamin Csippa, György Paál, Soichiro Fujimura, Hiroyuki Takao, Simona Hodis, Georg Hille, Christof Karmonik, Saba Elias, Kerstin Kellermann, Muhammad Owais Khan, Alison L. Marsden, Hernán G. Morales, Senol Piskin, Ender A. Finol, Mariya Pravdivtseva, Hamidreza Rajabzadeh-Oghaz, Nikhil Paliwal, Hui Meng, Santhosh Seshadhri, Matthew Howard, Masaaki Shojima, Shin-ichiro Sugiyama, Kuniyasu Niizuma, Sergey Sindeev, Sergey Frolov, Thomas Wagner, Alexander Brawanski, Yi Qian, Yu-An Wu, Kent D. Carlson, Dan Dragomir-Daescu, Oliver Beuing

ABSTRACT

PURPOSE: Advanced morphology analysis and image-based hemodynamic simulations are increasingly used to assess the rupture risk of intracranial aneurysms (IAs). However, the accuracy of those results strongly depends on the quality of the vessel wall segmentation. METHODS: To evaluate state-of-the-art segmentation approaches, the Multiple Aneurysms AnaTomy CHallenge (MATCH) was announced. Participants carried out segmentation in three anonymized 3D DSA datasets (left and right anterior, posterior circulation) of a patient harboring five IAs. Qualitative and quantitative inter-group comparisons were carried out with respect to aneurysm volumes and ostia. Further, over- and undersegmentation were evaluated based on highly resolved 2D images. Finally, clinically relevant morphological parameters were calculated. RESULTS: Based on the contributions of 26 participating groups, the findings reveal that no consensus regarding segmentation software or underlying algorithms exists. Qualitative similarity of the aneurysm representations was obtained. However, inter-group differences occurred regarding the luminal surface quality, number of vessel branches considered, aneurysm volumes (up to 20%) and ostium surface areas (up to 30%). Further, a systematic oversegmentation of the 3D surfaces was observed with a difference of approximately 10% to the highly resolved 2D reference image. Particularly, the neck of the ruptured aneurysm was overrepresented by all groups except for one. Finally, morphology parameters (e.g., undulation and non-sphericity) varied up to 25%. CONCLUSIONS: MATCH provides an overview of segmentation methodologies for IAs and highlights the variability of surface reconstruction. Further, the study emphasizes the need for careful processing of initial segmentation results for a realistic assessment of clinically relevant morphological parameters. More... »

PAGES

1-17

References to SciGraph publications

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/s13239-018-00376-0

DOI

http://dx.doi.org/10.1007/s13239-018-00376-0

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1106816091

PUBMED

https://www.ncbi.nlm.nih.gov/pubmed/30191538


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/0801", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Artificial Intelligence and Image Processing", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/08", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Information and Computing Sciences", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "Otto-von-Guericke University Magdeburg", 
          "id": "https://www.grid.ac/institutes/grid.5807.a", 
          "name": [
            "Department of Fluid Dynamics and Technical Flows, University of Magdeburg, Magdeburg, Germany", 
            "Forschungscampus STIMULATE, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Berg", 
        "givenName": "Philipp", 
        "id": "sg:person.01235124217.27", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01235124217.27"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Otto-von-Guericke University Magdeburg", 
          "id": "https://www.grid.ac/institutes/grid.5807.a", 
          "name": [
            "Department of Fluid Dynamics and Technical Flows, University of Magdeburg, Magdeburg, Germany", 
            "Forschungscampus STIMULATE, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Vo\u00df", 
        "givenName": "Samuel", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Otto-von-Guericke University Magdeburg", 
          "id": "https://www.grid.ac/institutes/grid.5807.a", 
          "name": [
            "Department of Simulation and Graphics, University of Magdeburg, Magdeburg, Germany", 
            "Forschungscampus STIMULATE, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Saalfeld", 
        "givenName": "Sylvia", 
        "id": "sg:person.013543476413.84", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013543476413.84"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Otto-von-Guericke University Magdeburg", 
          "id": "https://www.grid.ac/institutes/grid.5807.a", 
          "name": [
            "Department of Fluid Dynamics and Technical Flows, University of Magdeburg, Magdeburg, Germany", 
            "Forschungscampus STIMULATE, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Janiga", 
        "givenName": "G\u00e1bor", 
        "id": "sg:person.01167011017.35", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01167011017.35"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Simula Research Laboratory", 
          "id": "https://www.grid.ac/institutes/grid.419255.e", 
          "name": [
            "Department of Computational Physiology, Simula Research Laboratory, Lysaker, Norway"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Bergersen", 
        "givenName": "Aslak W.", 
        "id": "sg:person.011674161344.23", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011674161344.23"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Simula Research Laboratory", 
          "id": "https://www.grid.ac/institutes/grid.419255.e", 
          "name": [
            "Department of Computational Physiology, Simula Research Laboratory, Lysaker, Norway"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Valen-Sendstad", 
        "givenName": "Kristian", 
        "id": "sg:person.01245233760.86", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01245233760.86"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Charit\u00e9", 
          "id": "https://www.grid.ac/institutes/grid.6363.0", 
          "name": [
            "Institute for Imaging Science and Computational Modelling in Cardiovascular Medicine, Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin, Berlin, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Bruening", 
        "givenName": "Jan", 
        "id": "sg:person.015242535037.85", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015242535037.85"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Charit\u00e9", 
          "id": "https://www.grid.ac/institutes/grid.6363.0", 
          "name": [
            "Institute for Imaging Science and Computational Modelling in Cardiovascular Medicine, Charit\u00e9 \u2013 Universit\u00e4tsmedizin Berlin, Berlin, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Goubergrits", 
        "givenName": "Leonid", 
        "id": "sg:person.0764721324.11", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0764721324.11"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Helios Hospital Berlin-Buch", 
          "id": "https://www.grid.ac/institutes/grid.491869.b", 
          "name": [
            "Neurosurgery Department, Helios Hospital Berlin Buch, Berlin, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Spuler", 
        "givenName": "Andreas", 
        "id": "sg:person.01165536064.32", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01165536064.32"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Division of Neuroradiology, Joint Department of Medical Imaging, Toronto Western Hospital, University Health Network, Toronto, ON, Canada"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Cancelliere", 
        "givenName": "Nicole M.", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Toronto", 
          "id": "https://www.grid.ac/institutes/grid.17063.33", 
          "name": [
            "Biomedical Simulation Laboratory, Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON, Canada"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Steinman", 
        "givenName": "David A.", 
        "id": "sg:person.01225162202.99", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01225162202.99"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Division of Neuroradiology, Joint Department of Medical Imaging, Toronto Western Hospital, University Health Network, Toronto, ON, Canada", 
            "Division of Neurosurgery, Department of Surgery, Toronto Western Hospital, University Health Network, Toronto, ON, Canada"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Pereira", 
        "givenName": "Vitor M.", 
        "id": "sg:person.01170054603.38", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01170054603.38"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Hong Kong", 
          "id": "https://www.grid.ac/institutes/grid.194645.b", 
          "name": [
            "Department of Mechanical Engineering, The University of Hong Kong, Pokfulam, Hong Kong"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Chiu", 
        "givenName": "Tin Lok", 
        "id": "sg:person.010236076001.31", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010236076001.31"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Hong Kong", 
          "id": "https://www.grid.ac/institutes/grid.194645.b", 
          "name": [
            "Division of Neurosurgery, Department of Surgery, The University of Hong Kong, Pokfulam, Hong Kong"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Tsang", 
        "givenName": "Anderson Chun On", 
        "id": "sg:person.013642163002.05", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013642163002.05"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "George Mason University", 
          "id": "https://www.grid.ac/institutes/grid.22448.38", 
          "name": [
            "Bioengineering Department, Volgenau School of Engineering, George Mason University, Fairfax, VA, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Chung", 
        "givenName": "Bong Jae", 
        "id": "sg:person.012524022055.13", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012524022055.13"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "George Mason University", 
          "id": "https://www.grid.ac/institutes/grid.22448.38", 
          "name": [
            "Bioengineering Department, Volgenau School of Engineering, George Mason University, Fairfax, VA, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Cebral", 
        "givenName": "Juan R.", 
        "id": "sg:person.012540060247.81", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012540060247.81"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Rovira i Virgili University", 
          "id": "https://www.grid.ac/institutes/grid.410367.7", 
          "name": [
            "Departament d\u2019Enginyeria Mec\u00e0nica, Universitat Rovira i Virgili, Tarragona, Spain"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Cito", 
        "givenName": "Salvatore", 
        "id": "sg:person.01223200141.94", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01223200141.94"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Rovira i Virgili University", 
          "id": "https://www.grid.ac/institutes/grid.410367.7", 
          "name": [
            "Departament d\u2019Enginyeria Mec\u00e0nica, Universitat Rovira i Virgili, Tarragona, Spain"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Pallar\u00e8s", 
        "givenName": "Jordi", 
        "id": "sg:person.0737462765.67", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0737462765.67"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Parma", 
          "id": "https://www.grid.ac/institutes/grid.10383.39", 
          "name": [
            "Department of Industrial Engineering, University of Parma, Parma, Italy"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Copelli", 
        "givenName": "Gabriele", 
        "id": "sg:person.07600325161.49", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07600325161.49"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Budapest University of Technology and Economics", 
          "id": "https://www.grid.ac/institutes/grid.6759.d", 
          "name": [
            "Department of Hydrodynamic Systems, Budapest University of Technology and Economics, Budapest, Hungary"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Csippa", 
        "givenName": "Benjamin", 
        "id": "sg:person.07450620110.14", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07450620110.14"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Budapest University of Technology and Economics", 
          "id": "https://www.grid.ac/institutes/grid.6759.d", 
          "name": [
            "Department of Hydrodynamic Systems, Budapest University of Technology and Economics, Budapest, Hungary"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Pa\u00e1l", 
        "givenName": "Gy\u00f6rgy", 
        "id": "sg:person.01015707737.18", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01015707737.18"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Jikei University", 
          "id": "https://www.grid.ac/institutes/grid.411898.d", 
          "name": [
            "Graduate School of Mechanical Engineering, Tokyo University of Science, Katsushika-ku, Tokyo, Japan", 
            "Department of Innovation for Medical Information Technology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Fujimura", 
        "givenName": "Soichiro", 
        "id": "sg:person.010266161635.99", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010266161635.99"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Jikei University", 
          "id": "https://www.grid.ac/institutes/grid.411898.d", 
          "name": [
            "Graduate School of Mechanical Engineering, Tokyo University of Science, Katsushika-ku, Tokyo, Japan", 
            "Department of Innovation for Medical Information Technology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan", 
            "Department of Neurosurgery, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Takao", 
        "givenName": "Hiroyuki", 
        "id": "sg:person.0756047605.49", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0756047605.49"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Texas A&M University", 
          "id": "https://www.grid.ac/institutes/grid.264756.4", 
          "name": [
            "Department of Mathematics, Texas A&M University, Kingsville, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Hodis", 
        "givenName": "Simona", 
        "id": "sg:person.01350024736.13", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01350024736.13"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Otto-von-Guericke University Magdeburg", 
          "id": "https://www.grid.ac/institutes/grid.5807.a", 
          "name": [
            "Department of Simulation and Graphics, University of Magdeburg, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Hille", 
        "givenName": "Georg", 
        "id": "sg:person.07467336425.88", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07467336425.88"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Houston Methodist", 
          "id": "https://www.grid.ac/institutes/grid.63368.38", 
          "name": [
            "MRI Core, Houston Methodist Research Institute, Houston, TX, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Karmonik", 
        "givenName": "Christof", 
        "id": "sg:person.01111730750.43", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01111730750.43"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Houston Methodist", 
          "id": "https://www.grid.ac/institutes/grid.63368.38", 
          "name": [
            "MRI Core, Houston Methodist Research Institute, Houston, TX, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Elias", 
        "givenName": "Saba", 
        "id": "sg:person.011606735733.14", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011606735733.14"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Dornheim Medical Images GmbH, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Kellermann", 
        "givenName": "Kerstin", 
        "id": "sg:person.016364375007.34", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016364375007.34"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Stanford University", 
          "id": "https://www.grid.ac/institutes/grid.168010.e", 
          "name": [
            "Stanford University, Stanford, CA, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Khan", 
        "givenName": "Muhammad Owais", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Stanford University", 
          "id": "https://www.grid.ac/institutes/grid.168010.e", 
          "name": [
            "Stanford University, Stanford, CA, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Marsden", 
        "givenName": "Alison L.", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Universidad Mayor", 
          "id": "https://www.grid.ac/institutes/grid.412199.6", 
          "name": [
            "Philips Research, Paris, France", 
            "Centro de Investigaci\u00f3n en Fisiolog\u00eda del Ejercicio, Facultad de Ciencias, Universidad Mayor, Santiago de Chile, Chile"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Morales", 
        "givenName": "Hern\u00e1n G.", 
        "id": "sg:person.0717415754.50", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0717415754.50"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Ko\u00e7 University", 
          "id": "https://www.grid.ac/institutes/grid.15876.3d", 
          "name": [
            "Department of Mechanical Engineering, The University of Texas at San Antonio, One UTSA Circle, 78249, San Antonio, TX, USA", 
            "Department of Mechanical Engineering, Koc University, Rumelifeneri Kampusu, 34450, Istanbul, Turkey"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Piskin", 
        "givenName": "Senol", 
        "id": "sg:person.01150463171.68", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01150463171.68"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "The University of Texas at San Antonio", 
          "id": "https://www.grid.ac/institutes/grid.215352.2", 
          "name": [
            "Department of Mechanical Engineering, The University of Texas at San Antonio, One UTSA Circle, 78249, San Antonio, TX, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Finol", 
        "givenName": "Ender A.", 
        "id": "sg:person.01046253173.69", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01046253173.69"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Schleswig-Holstein", 
          "id": "https://www.grid.ac/institutes/grid.412468.d", 
          "name": [
            "Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein UKSH, Kiel, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Pravdivtseva", 
        "givenName": "Mariya", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University at Buffalo, State University of New York", 
          "id": "https://www.grid.ac/institutes/grid.273335.3", 
          "name": [
            "Department of Mechanical and Aerospace Engineering, University at Buffalo, State University of New York, Buffalo, NY, USA", 
            "Canon Stroke and Vascular Research Center, University at Buffalo, State University of New York, Buffalo, NY, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Rajabzadeh-Oghaz", 
        "givenName": "Hamidreza", 
        "id": "sg:person.011506165621.82", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011506165621.82"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University at Buffalo, State University of New York", 
          "id": "https://www.grid.ac/institutes/grid.273335.3", 
          "name": [
            "Department of Mechanical and Aerospace Engineering, University at Buffalo, State University of New York, Buffalo, NY, USA", 
            "Canon Stroke and Vascular Research Center, University at Buffalo, State University of New York, Buffalo, NY, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Paliwal", 
        "givenName": "Nikhil", 
        "id": "sg:person.0775372743.31", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0775372743.31"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University at Buffalo, State University of New York", 
          "id": "https://www.grid.ac/institutes/grid.273335.3", 
          "name": [
            "Department of Mechanical and Aerospace Engineering, University at Buffalo, State University of New York, Buffalo, NY, USA", 
            "Canon Stroke and Vascular Research Center, University at Buffalo, State University of New York, Buffalo, NY, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Meng", 
        "givenName": "Hui", 
        "id": "sg:person.0651020673.41", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0651020673.41"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Medtronic Engineering Innovation Centre, Hyderabad, India"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Seshadhri", 
        "givenName": "Santhosh", 
        "id": "sg:person.0670612522.50", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0670612522.50"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Synopsys Inc., San Diego, CA, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Howard", 
        "givenName": "Matthew", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Saitama Medical University", 
          "id": "https://www.grid.ac/institutes/grid.410802.f", 
          "name": [
            "Saitama Medical University General Hospital, 1981 Kamoda, 350-8655, Kawagoe, Saitama, Japan"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Shojima", 
        "givenName": "Masaaki", 
        "id": "sg:person.0674412353.09", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0674412353.09"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Tohoku University", 
          "id": "https://www.grid.ac/institutes/grid.69566.3a", 
          "name": [
            "Department of Neurosurgery, Tohoku University Graduate of Medicine, Sendai, Japan"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Sugiyama", 
        "givenName": "Shin-ichiro", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Tohoku University", 
          "id": "https://www.grid.ac/institutes/grid.69566.3a", 
          "name": [
            "Department of Neurosurgery, Tohoku University Graduate of Medicine, Sendai, Japan"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Niizuma", 
        "givenName": "Kuniyasu", 
        "id": "sg:person.01165473105.98", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01165473105.98"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Tambov State Technical University", 
          "id": "https://www.grid.ac/institutes/grid.440728.d", 
          "name": [
            "Department of Biomedical Engineering, Tambov State Technical University, Tambov, Russia"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Sindeev", 
        "givenName": "Sergey", 
        "id": "sg:person.0641032213.81", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0641032213.81"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Tambov State Technical University", 
          "id": "https://www.grid.ac/institutes/grid.440728.d", 
          "name": [
            "Department of Biomedical Engineering, Tambov State Technical University, Tambov, Russia"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Frolov", 
        "givenName": "Sergey", 
        "id": "sg:person.01364436313.72", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01364436313.72"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Regensburg", 
          "id": "https://www.grid.ac/institutes/grid.411941.8", 
          "name": [
            "University Hospital Regensburg, Regensburg, Germany", 
            "University of Applied Sciences Regensburg, Regensburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Wagner", 
        "givenName": "Thomas", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University Hospital Regensburg", 
          "id": "https://www.grid.ac/institutes/grid.411941.8", 
          "name": [
            "University Hospital Regensburg, Regensburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Brawanski", 
        "givenName": "Alexander", 
        "id": "sg:person.01304260430.32", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01304260430.32"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Macquarie University", 
          "id": "https://www.grid.ac/institutes/grid.1004.5", 
          "name": [
            "Macquarie University, Sydney, Australia"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Qian", 
        "givenName": "Yi", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Mayo Clinic", 
          "id": "https://www.grid.ac/institutes/grid.66875.3a", 
          "name": [
            "Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Wu", 
        "givenName": "Yu-An", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Mayo Clinic", 
          "id": "https://www.grid.ac/institutes/grid.66875.3a", 
          "name": [
            "Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Carlson", 
        "givenName": "Kent D.", 
        "id": "sg:person.014302476173.61", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014302476173.61"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Mayo Clinic", 
          "id": "https://www.grid.ac/institutes/grid.66875.3a", 
          "name": [
            "Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, USA"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Dragomir-Daescu", 
        "givenName": "Dan", 
        "id": "sg:person.0676706672.46", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0676706672.46"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Universit\u00e4tsaugenklinik Magdeburg", 
          "id": "https://www.grid.ac/institutes/grid.488575.3", 
          "name": [
            "Institute of Neuroradiology, University Hospital Magdeburg, Magdeburg, Germany", 
            "Forschungscampus STIMULATE, Magdeburg, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Beuing", 
        "givenName": "Oliver", 
        "id": "sg:person.0642732412.74", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0642732412.74"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.3174/ajnr.a2994", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1005255866"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2016.12.004", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1006731290"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1073/pnas.12.3.207", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1009489128"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a3710", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1010627430"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a2711", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1011366558"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1186/s12938-016-0163-4", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1013587412", 
          "https://doi.org/10.1186/s12938-016-0163-4"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.ejrad.2010.02.015", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1015592913"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a2534", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1015859176"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a2398", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1016149940"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a2993", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1017817613"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1118/1.4943375", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1018976671"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a4157", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1021209046"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s10439-014-1093-6", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1021652886", 
          "https://doi.org/10.1007/s10439-014-1093-6"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2015.02.020", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1022764154"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2008.04.035", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1027697169"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a3558", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1027873892"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2015.10.047", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1028129126"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2012.08.047", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1028630552"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1002/cnm.2640", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1031572207"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/neurintsurg-2014-011247", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1032759191"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/neurintsurg-2014-011247", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1032759191"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a2419", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1033048752"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2015.09.039", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1037410872"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s00348-014-1746-0", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1038715181", 
          "https://doi.org/10.1007/s00348-014-1746-0"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s10439-014-1082-9", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1039871255", 
          "https://doi.org/10.1007/s10439-014-1082-9"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/0262-8856(92)90066-c", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040803351"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/0262-8856(92)90066-c", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040803351"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a3933", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1041464196"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1161/strokeaha.110.592923", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049624581"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1161/strokeaha.110.592923", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049624581"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a3793", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1050258280"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.jbiomech.2016.09.031", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1053137394"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s11517-008-0420-1", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1053377330", 
          "https://doi.org/10.1007/s11517-008-0420-1"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/34.121791", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061155634"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1115/1.4023382", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1062148701"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1115/1.4026108", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1062151424"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1115/1.4031794", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1062157072"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2015.8.jns151296", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071081986"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2015.8.jns151296", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071081986"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2015.8.jns151296", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071081986"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2015.8.jns151296", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071081986"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2015.8.jns151296", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071081986"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2015.8.jns151296", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071081986"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/2016.2.jns152120", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071082278"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/jns.2005.102.2.0355", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071101450"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/jns.2005.102.2.0355", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071101450"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3171/jns.2005.102.2.0355", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1071101450"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/neurintsurg-2017-012996", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1085311736"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/neurintsurg-2017-012996", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1085311736"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1093/neuros/nyx226", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1085634897"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1093/neuros/nyx226", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1085634897"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1093/neuros/nyx226", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1085634897"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.wneu.2017.09.118", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1091973712"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.3174/ajnr.a5484", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1099967740"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1093/neuros/nyy010", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1100277868"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/neurintsurg-2017-013677", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1100482485"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1136/neurintsurg-2017-013677", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1100482485"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.wneu.2018.02.020", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1101019699"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s11548-018-1848-x", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1106416120", 
          "https://doi.org/10.1007/s11548-018-1848-x"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2018-12", 
    "datePublishedReg": "2018-12-01", 
    "description": "PURPOSE: Advanced morphology analysis and image-based hemodynamic simulations are increasingly used to assess the rupture risk of intracranial aneurysms (IAs). However, the accuracy of those results strongly depends on the quality of the vessel wall segmentation.\nMETHODS: To evaluate state-of-the-art segmentation approaches, the Multiple Aneurysms AnaTomy CHallenge (MATCH) was announced. Participants carried out segmentation in three anonymized 3D DSA datasets (left and right anterior, posterior circulation) of a patient harboring five IAs. Qualitative and quantitative inter-group comparisons were carried out with respect to aneurysm volumes and ostia. Further, over- and undersegmentation were evaluated based on highly resolved 2D images. Finally, clinically relevant morphological parameters were calculated.\nRESULTS: Based on the contributions of 26 participating groups, the findings reveal that no consensus regarding segmentation software or underlying algorithms exists. Qualitative similarity of the aneurysm representations was obtained. However, inter-group differences occurred regarding the luminal surface quality, number of vessel branches considered, aneurysm volumes (up to 20%) and ostium surface areas (up to 30%). Further, a systematic oversegmentation of the 3D surfaces was observed with a difference of approximately 10% to the highly resolved 2D reference image. Particularly, the neck of the ruptured aneurysm was overrepresented by all groups except for one. Finally, morphology parameters (e.g., undulation and non-sphericity) varied up to 25%.\nCONCLUSIONS: MATCH provides an overview of segmentation methodologies for IAs and highlights the variability of surface reconstruction. Further, the study emphasizes the need for careful processing of initial segmentation results for a realistic assessment of clinically relevant morphological parameters.", 
    "genre": "research_article", 
    "id": "sg:pub.10.1007/s13239-018-00376-0", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isFundedItemOf": [
      {
        "id": "sg:grant.7610234", 
        "type": "MonetaryGrant"
      }
    ], 
    "isPartOf": [
      {
        "id": "sg:journal.1043552", 
        "issn": [
          "1869-408X", 
          "1869-4098"
        ], 
        "name": "Cardiovascular Engineering and Technology", 
        "type": "Periodical"
      }
    ], 
    "name": "Multiple Aneurysms AnaTomy CHallenge 2018 (MATCH): Phase I: Segmentation", 
    "pagination": "1-17", 
    "productId": [
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "764fef931124c47dea9b78dcbf746c8a0899d0fbe53abf698d48df39f2925343"
        ]
      }, 
      {
        "name": "pubmed_id", 
        "type": "PropertyValue", 
        "value": [
          "30191538"
        ]
      }, 
      {
        "name": "nlm_unique_id", 
        "type": "PropertyValue", 
        "value": [
          "101531846"
        ]
      }, 
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/s13239-018-00376-0"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1106816091"
        ]
      }
    ], 
    "sameAs": [
      "https://doi.org/10.1007/s13239-018-00376-0", 
      "https://app.dimensions.ai/details/publication/pub.1106816091"
    ], 
    "sdDataset": "articles", 
    "sdDatePublished": "2019-04-10T16:41", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000001_0000000264/records_8669_00000509.jsonl", 
    "type": "ScholarlyArticle", 
    "url": "http://link.springer.com/10.1007%2Fs13239-018-00376-0"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/s13239-018-00376-0'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/s13239-018-00376-0'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/s13239-018-00376-0'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/s13239-018-00376-0'


 

This table displays all metadata directly associated to this object as RDF triples.

642 TRIPLES      21 PREDICATES      72 URIs      19 LITERALS      7 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/s13239-018-00376-0 schema:about anzsrc-for:08
2 anzsrc-for:0801
3 schema:author N7c275ab145774d3fb3b92ca1d55d8b60
4 schema:citation sg:pub.10.1007/s00348-014-1746-0
5 sg:pub.10.1007/s10439-014-1082-9
6 sg:pub.10.1007/s10439-014-1093-6
7 sg:pub.10.1007/s11517-008-0420-1
8 sg:pub.10.1007/s11548-018-1848-x
9 sg:pub.10.1186/s12938-016-0163-4
10 https://doi.org/10.1002/cnm.2640
11 https://doi.org/10.1016/0262-8856(92)90066-c
12 https://doi.org/10.1016/j.ejrad.2010.02.015
13 https://doi.org/10.1016/j.jbiomech.2008.04.035
14 https://doi.org/10.1016/j.jbiomech.2012.08.047
15 https://doi.org/10.1016/j.jbiomech.2015.02.020
16 https://doi.org/10.1016/j.jbiomech.2015.09.039
17 https://doi.org/10.1016/j.jbiomech.2015.10.047
18 https://doi.org/10.1016/j.jbiomech.2016.09.031
19 https://doi.org/10.1016/j.jbiomech.2016.12.004
20 https://doi.org/10.1016/j.wneu.2017.09.118
21 https://doi.org/10.1016/j.wneu.2018.02.020
22 https://doi.org/10.1073/pnas.12.3.207
23 https://doi.org/10.1093/neuros/nyx226
24 https://doi.org/10.1093/neuros/nyy010
25 https://doi.org/10.1109/34.121791
26 https://doi.org/10.1115/1.4023382
27 https://doi.org/10.1115/1.4026108
28 https://doi.org/10.1115/1.4031794
29 https://doi.org/10.1118/1.4943375
30 https://doi.org/10.1136/neurintsurg-2014-011247
31 https://doi.org/10.1136/neurintsurg-2017-012996
32 https://doi.org/10.1136/neurintsurg-2017-013677
33 https://doi.org/10.1161/strokeaha.110.592923
34 https://doi.org/10.3171/2015.8.jns151296
35 https://doi.org/10.3171/2016.2.jns152120
36 https://doi.org/10.3171/jns.2005.102.2.0355
37 https://doi.org/10.3174/ajnr.a2398
38 https://doi.org/10.3174/ajnr.a2419
39 https://doi.org/10.3174/ajnr.a2534
40 https://doi.org/10.3174/ajnr.a2711
41 https://doi.org/10.3174/ajnr.a2993
42 https://doi.org/10.3174/ajnr.a2994
43 https://doi.org/10.3174/ajnr.a3558
44 https://doi.org/10.3174/ajnr.a3710
45 https://doi.org/10.3174/ajnr.a3793
46 https://doi.org/10.3174/ajnr.a3933
47 https://doi.org/10.3174/ajnr.a4157
48 https://doi.org/10.3174/ajnr.a5484
49 schema:datePublished 2018-12
50 schema:datePublishedReg 2018-12-01
51 schema:description PURPOSE: Advanced morphology analysis and image-based hemodynamic simulations are increasingly used to assess the rupture risk of intracranial aneurysms (IAs). However, the accuracy of those results strongly depends on the quality of the vessel wall segmentation. METHODS: To evaluate state-of-the-art segmentation approaches, the Multiple Aneurysms AnaTomy CHallenge (MATCH) was announced. Participants carried out segmentation in three anonymized 3D DSA datasets (left and right anterior, posterior circulation) of a patient harboring five IAs. Qualitative and quantitative inter-group comparisons were carried out with respect to aneurysm volumes and ostia. Further, over- and undersegmentation were evaluated based on highly resolved 2D images. Finally, clinically relevant morphological parameters were calculated. RESULTS: Based on the contributions of 26 participating groups, the findings reveal that no consensus regarding segmentation software or underlying algorithms exists. Qualitative similarity of the aneurysm representations was obtained. However, inter-group differences occurred regarding the luminal surface quality, number of vessel branches considered, aneurysm volumes (up to 20%) and ostium surface areas (up to 30%). Further, a systematic oversegmentation of the 3D surfaces was observed with a difference of approximately 10% to the highly resolved 2D reference image. Particularly, the neck of the ruptured aneurysm was overrepresented by all groups except for one. Finally, morphology parameters (e.g., undulation and non-sphericity) varied up to 25%. CONCLUSIONS: MATCH provides an overview of segmentation methodologies for IAs and highlights the variability of surface reconstruction. Further, the study emphasizes the need for careful processing of initial segmentation results for a realistic assessment of clinically relevant morphological parameters.
52 schema:genre research_article
53 schema:inLanguage en
54 schema:isAccessibleForFree false
55 schema:isPartOf sg:journal.1043552
56 schema:name Multiple Aneurysms AnaTomy CHallenge 2018 (MATCH): Phase I: Segmentation
57 schema:pagination 1-17
58 schema:productId N234b69ef9afb45daa4a2415d1b3a6ffc
59 N3a26ea426ba84163a2cf01a1dd6d6f8f
60 N3a6f704312134b248fffe45a6351a895
61 N3b51ab6ff7644fbabfe57c7fd4b8d43c
62 Nb35ed8ee66f2415080830f0716a81259
63 schema:sameAs https://app.dimensions.ai/details/publication/pub.1106816091
64 https://doi.org/10.1007/s13239-018-00376-0
65 schema:sdDatePublished 2019-04-10T16:41
66 schema:sdLicense https://scigraph.springernature.com/explorer/license/
67 schema:sdPublisher Nce8a81dba5054eeb95105228231a64f1
68 schema:url http://link.springer.com/10.1007%2Fs13239-018-00376-0
69 sgo:license sg:explorer/license/
70 sgo:sdDataset articles
71 rdf:type schema:ScholarlyArticle
72 N05a70481203e4552940a3eead45d3759 rdf:first sg:person.0756047605.49
73 rdf:rest N3494d1fb22764c3bad4de0f005d5e172
74 N09439e0c0d4347468fdb1fbc4f41360c rdf:first sg:person.010236076001.31
75 rdf:rest N1d73fd0c9e61403599e5eb6b49c99245
76 N0f9cf030a1eb488c8a88768a5ee67978 rdf:first sg:person.013543476413.84
77 rdf:rest Nddf1c005a13044598cf524e92066d957
78 N181c4183c5ea40dc96b68b2501d6ffb0 rdf:first sg:person.01364436313.72
79 rdf:rest N913d473d0dcb40f4b01ee2df999532d0
80 N186b24b021824d329dc70159c7a6f08e rdf:first sg:person.011506165621.82
81 rdf:rest N7a9f463ac7584ab6bc2081cca7a85ba0
82 N18c43a2d27e74716accc654fcc6ad3f2 schema:affiliation https://www.grid.ac/institutes/grid.1004.5
83 schema:familyName Qian
84 schema:givenName Yi
85 rdf:type schema:Person
86 N1a4ddaabb6984c83a129a1e233533132 rdf:first sg:person.07450620110.14
87 rdf:rest N233afa372aa140439647eb7fab41f93d
88 N1cdd7d4da661409ebdf3a22ad740816a schema:affiliation https://www.grid.ac/institutes/grid.66875.3a
89 schema:familyName Wu
90 schema:givenName Yu-An
91 rdf:type schema:Person
92 N1d73fd0c9e61403599e5eb6b49c99245 rdf:first sg:person.013642163002.05
93 rdf:rest N7dd34c579aa74132957eb2a68ce0eb60
94 N20546080913b426aacd7e77564c4f143 rdf:first sg:person.01111730750.43
95 rdf:rest N7ed0141dd64143029512ea971e95a2fc
96 N233afa372aa140439647eb7fab41f93d rdf:first sg:person.01015707737.18
97 rdf:rest Na923021de4f643e1b4dab43b883109c1
98 N234b69ef9afb45daa4a2415d1b3a6ffc schema:name dimensions_id
99 schema:value pub.1106816091
100 rdf:type schema:PropertyValue
101 N2412424531244f0688d7f028e1491d8c rdf:first N93d680db83974ee68e444a8cada1cceb
102 rdf:rest N4f8a0ccc3cd5494ab07932828e2553fd
103 N2be2d381419249d298ba809e17a01026 rdf:first sg:person.015242535037.85
104 rdf:rest Nfbec3ceb30ee481f8f97747a1d212d78
105 N2e7e990d6e3a41df8d1bb7a35ff8ef74 schema:name Dornheim Medical Images GmbH, Magdeburg, Germany
106 rdf:type schema:Organization
107 N320478aecadc420d88d672da24b1077a schema:affiliation https://www.grid.ac/institutes/grid.69566.3a
108 schema:familyName Sugiyama
109 schema:givenName Shin-ichiro
110 rdf:type schema:Person
111 N3494d1fb22764c3bad4de0f005d5e172 rdf:first sg:person.01350024736.13
112 rdf:rest Nf342e5cd7c2f404b868f3419f0f7f367
113 N3a26ea426ba84163a2cf01a1dd6d6f8f schema:name doi
114 schema:value 10.1007/s13239-018-00376-0
115 rdf:type schema:PropertyValue
116 N3a6f704312134b248fffe45a6351a895 schema:name pubmed_id
117 schema:value 30191538
118 rdf:type schema:PropertyValue
119 N3b51ab6ff7644fbabfe57c7fd4b8d43c schema:name nlm_unique_id
120 schema:value 101531846
121 rdf:type schema:PropertyValue
122 N3e8fa97099584989829a31205090477c schema:affiliation https://www.grid.ac/institutes/grid.5807.a
123 schema:familyName Voß
124 schema:givenName Samuel
125 rdf:type schema:Person
126 N3fe5b8eafd884fe0b45888856732c8b5 rdf:first sg:person.0642732412.74
127 rdf:rest rdf:nil
128 N422b5f59204b43e6a6e00d0472eaa163 rdf:first sg:person.07600325161.49
129 rdf:rest N1a4ddaabb6984c83a129a1e233533132
130 N4f8a0ccc3cd5494ab07932828e2553fd rdf:first sg:person.0717415754.50
131 rdf:rest N759c0fa4270a474585cabbd114c7231d
132 N52d267d9f62b46f3be6cfa3e37dc89be rdf:first N8c876eb1d55743998328486c703a24f4
133 rdf:rest N2412424531244f0688d7f028e1491d8c
134 N549c1eca845a40258ca3363dfce48295 rdf:first N18c43a2d27e74716accc654fcc6ad3f2
135 rdf:rest N6085fd2a919240739860222fa9d091a0
136 N5bd7e85af227423aaed033e3463a58d9 rdf:first sg:person.01046253173.69
137 rdf:rest Ne77d19d35f094be8a4e58f40dc8413da
138 N5dd39ee1bed34a82a01e49fbaf0164d7 rdf:first sg:person.0737462765.67
139 rdf:rest N422b5f59204b43e6a6e00d0472eaa163
140 N6085fd2a919240739860222fa9d091a0 rdf:first N1cdd7d4da661409ebdf3a22ad740816a
141 rdf:rest Nd628663c35534489aa5824d6b3b45fb1
142 N663da6399c7f441d8adb29ca3571fe43 rdf:first sg:person.0670612522.50
143 rdf:rest N812924a9fb8d4e4e86477514eb1e9e5e
144 N6ec231ea78044da3a5e48ae8d8c415f9 schema:name Medtronic Engineering Innovation Centre, Hyderabad, India
145 rdf:type schema:Organization
146 N759c0fa4270a474585cabbd114c7231d rdf:first sg:person.01150463171.68
147 rdf:rest N5bd7e85af227423aaed033e3463a58d9
148 N7a9f463ac7584ab6bc2081cca7a85ba0 rdf:first sg:person.0775372743.31
149 rdf:rest Ndc1e3d7e9c7741da8e8c7ae7fc0aa990
150 N7c275ab145774d3fb3b92ca1d55d8b60 rdf:first sg:person.01235124217.27
151 rdf:rest Ne11b31cc0dc642ac9395e1870b5577af
152 N7c980d9bb46e405ca319d9219e90297b rdf:first sg:person.011674161344.23
153 rdf:rest Nd258d1bf7a704be4940da28d661d8ed4
154 N7dd1e729443142a6b9c44209f8abe458 rdf:first sg:person.016364375007.34
155 rdf:rest N52d267d9f62b46f3be6cfa3e37dc89be
156 N7dd34c579aa74132957eb2a68ce0eb60 rdf:first sg:person.012524022055.13
157 rdf:rest N9a4a391edd874248a657e26bb48d527e
158 N7ed0141dd64143029512ea971e95a2fc rdf:first sg:person.011606735733.14
159 rdf:rest N7dd1e729443142a6b9c44209f8abe458
160 N812924a9fb8d4e4e86477514eb1e9e5e rdf:first Ne2095ffcc45f4546ba116b6ecadcda90
161 rdf:rest Na0dda53cf3c34cf59b7b5ec48b9af2a2
162 N859c9f526ee446be99667c553ada46ab schema:name Division of Neuroradiology, Joint Department of Medical Imaging, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
163 Division of Neurosurgery, Department of Surgery, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
164 rdf:type schema:Organization
165 N8c876eb1d55743998328486c703a24f4 schema:affiliation https://www.grid.ac/institutes/grid.168010.e
166 schema:familyName Khan
167 schema:givenName Muhammad Owais
168 rdf:type schema:Person
169 N8d03503de81e4d339e2b2255dfe1d68b rdf:first sg:person.0676706672.46
170 rdf:rest N3fe5b8eafd884fe0b45888856732c8b5
171 N901a46cc7f0e4f3d8d8284c86ff09fb1 rdf:first sg:person.01304260430.32
172 rdf:rest N549c1eca845a40258ca3363dfce48295
173 N901e2215f2464e889e882cc32e0a1b67 rdf:first sg:person.01165473105.98
174 rdf:rest Nc29763dc607b4484bc8938fa959b5063
175 N913d473d0dcb40f4b01ee2df999532d0 rdf:first N9da9fb296e7a4ba2b22b3e2c150506b9
176 rdf:rest N901a46cc7f0e4f3d8d8284c86ff09fb1
177 N93d680db83974ee68e444a8cada1cceb schema:affiliation https://www.grid.ac/institutes/grid.168010.e
178 schema:familyName Marsden
179 schema:givenName Alison L.
180 rdf:type schema:Person
181 N9a4a391edd874248a657e26bb48d527e rdf:first sg:person.012540060247.81
182 rdf:rest Nd1d5e65997d740a9a5ed479d652d65ad
183 N9c8ec4b136c34a91b2ecced6bd50b2aa schema:name Division of Neuroradiology, Joint Department of Medical Imaging, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
184 rdf:type schema:Organization
185 N9da9fb296e7a4ba2b22b3e2c150506b9 schema:affiliation https://www.grid.ac/institutes/grid.411941.8
186 schema:familyName Wagner
187 schema:givenName Thomas
188 rdf:type schema:Person
189 Na054bab32465492985b952200fe524a1 rdf:first sg:person.01225162202.99
190 rdf:rest Ne5c5dc808ef14d60bfb98b05e4eecee3
191 Na0dda53cf3c34cf59b7b5ec48b9af2a2 rdf:first sg:person.0674412353.09
192 rdf:rest Nb19b1bcd78114d5a98ee6f3e41ca3e5f
193 Na923021de4f643e1b4dab43b883109c1 rdf:first sg:person.010266161635.99
194 rdf:rest N05a70481203e4552940a3eead45d3759
195 Nafe55a0bcee34ff997686f68ebf17087 rdf:first Ncbb71fc6beae4ec4a3afb582d632076d
196 rdf:rest Na054bab32465492985b952200fe524a1
197 Nb19b1bcd78114d5a98ee6f3e41ca3e5f rdf:first N320478aecadc420d88d672da24b1077a
198 rdf:rest N901e2215f2464e889e882cc32e0a1b67
199 Nb35ed8ee66f2415080830f0716a81259 schema:name readcube_id
200 schema:value 764fef931124c47dea9b78dcbf746c8a0899d0fbe53abf698d48df39f2925343
201 rdf:type schema:PropertyValue
202 Nc29763dc607b4484bc8938fa959b5063 rdf:first sg:person.0641032213.81
203 rdf:rest N181c4183c5ea40dc96b68b2501d6ffb0
204 Ncbb71fc6beae4ec4a3afb582d632076d schema:affiliation N9c8ec4b136c34a91b2ecced6bd50b2aa
205 schema:familyName Cancelliere
206 schema:givenName Nicole M.
207 rdf:type schema:Person
208 Nce8a81dba5054eeb95105228231a64f1 schema:name Springer Nature - SN SciGraph project
209 rdf:type schema:Organization
210 Nd1d5e65997d740a9a5ed479d652d65ad rdf:first sg:person.01223200141.94
211 rdf:rest N5dd39ee1bed34a82a01e49fbaf0164d7
212 Nd258d1bf7a704be4940da28d661d8ed4 rdf:first sg:person.01245233760.86
213 rdf:rest N2be2d381419249d298ba809e17a01026
214 Nd628663c35534489aa5824d6b3b45fb1 rdf:first sg:person.014302476173.61
215 rdf:rest N8d03503de81e4d339e2b2255dfe1d68b
216 Ndc1e3d7e9c7741da8e8c7ae7fc0aa990 rdf:first sg:person.0651020673.41
217 rdf:rest N663da6399c7f441d8adb29ca3571fe43
218 Nddf1c005a13044598cf524e92066d957 rdf:first sg:person.01167011017.35
219 rdf:rest N7c980d9bb46e405ca319d9219e90297b
220 Ndecfd860d1de46ca9f5561c6d862011f rdf:first sg:person.01165536064.32
221 rdf:rest Nafe55a0bcee34ff997686f68ebf17087
222 Ne11b31cc0dc642ac9395e1870b5577af rdf:first N3e8fa97099584989829a31205090477c
223 rdf:rest N0f9cf030a1eb488c8a88768a5ee67978
224 Ne2095ffcc45f4546ba116b6ecadcda90 schema:affiliation Nf2f9a7a20328405d8bde6d6d5016fb95
225 schema:familyName Howard
226 schema:givenName Matthew
227 rdf:type schema:Person
228 Ne5c5dc808ef14d60bfb98b05e4eecee3 rdf:first sg:person.01170054603.38
229 rdf:rest N09439e0c0d4347468fdb1fbc4f41360c
230 Ne77d19d35f094be8a4e58f40dc8413da rdf:first Nf2f835f7e5164dcc81023545d4bdec0b
231 rdf:rest N186b24b021824d329dc70159c7a6f08e
232 Nf2f835f7e5164dcc81023545d4bdec0b schema:affiliation https://www.grid.ac/institutes/grid.412468.d
233 schema:familyName Pravdivtseva
234 schema:givenName Mariya
235 rdf:type schema:Person
236 Nf2f9a7a20328405d8bde6d6d5016fb95 schema:name Synopsys Inc., San Diego, CA, USA
237 rdf:type schema:Organization
238 Nf342e5cd7c2f404b868f3419f0f7f367 rdf:first sg:person.07467336425.88
239 rdf:rest N20546080913b426aacd7e77564c4f143
240 Nfbec3ceb30ee481f8f97747a1d212d78 rdf:first sg:person.0764721324.11
241 rdf:rest Ndecfd860d1de46ca9f5561c6d862011f
242 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
243 schema:name Information and Computing Sciences
244 rdf:type schema:DefinedTerm
245 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
246 schema:name Artificial Intelligence and Image Processing
247 rdf:type schema:DefinedTerm
248 sg:grant.7610234 http://pending.schema.org/fundedItem sg:pub.10.1007/s13239-018-00376-0
249 rdf:type schema:MonetaryGrant
250 sg:journal.1043552 schema:issn 1869-408X
251 1869-4098
252 schema:name Cardiovascular Engineering and Technology
253 rdf:type schema:Periodical
254 sg:person.01015707737.18 schema:affiliation https://www.grid.ac/institutes/grid.6759.d
255 schema:familyName Paál
256 schema:givenName György
257 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01015707737.18
258 rdf:type schema:Person
259 sg:person.010236076001.31 schema:affiliation https://www.grid.ac/institutes/grid.194645.b
260 schema:familyName Chiu
261 schema:givenName Tin Lok
262 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010236076001.31
263 rdf:type schema:Person
264 sg:person.010266161635.99 schema:affiliation https://www.grid.ac/institutes/grid.411898.d
265 schema:familyName Fujimura
266 schema:givenName Soichiro
267 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010266161635.99
268 rdf:type schema:Person
269 sg:person.01046253173.69 schema:affiliation https://www.grid.ac/institutes/grid.215352.2
270 schema:familyName Finol
271 schema:givenName Ender A.
272 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01046253173.69
273 rdf:type schema:Person
274 sg:person.01111730750.43 schema:affiliation https://www.grid.ac/institutes/grid.63368.38
275 schema:familyName Karmonik
276 schema:givenName Christof
277 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01111730750.43
278 rdf:type schema:Person
279 sg:person.01150463171.68 schema:affiliation https://www.grid.ac/institutes/grid.15876.3d
280 schema:familyName Piskin
281 schema:givenName Senol
282 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01150463171.68
283 rdf:type schema:Person
284 sg:person.011506165621.82 schema:affiliation https://www.grid.ac/institutes/grid.273335.3
285 schema:familyName Rajabzadeh-Oghaz
286 schema:givenName Hamidreza
287 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011506165621.82
288 rdf:type schema:Person
289 sg:person.011606735733.14 schema:affiliation https://www.grid.ac/institutes/grid.63368.38
290 schema:familyName Elias
291 schema:givenName Saba
292 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011606735733.14
293 rdf:type schema:Person
294 sg:person.01165473105.98 schema:affiliation https://www.grid.ac/institutes/grid.69566.3a
295 schema:familyName Niizuma
296 schema:givenName Kuniyasu
297 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01165473105.98
298 rdf:type schema:Person
299 sg:person.01165536064.32 schema:affiliation https://www.grid.ac/institutes/grid.491869.b
300 schema:familyName Spuler
301 schema:givenName Andreas
302 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01165536064.32
303 rdf:type schema:Person
304 sg:person.01167011017.35 schema:affiliation https://www.grid.ac/institutes/grid.5807.a
305 schema:familyName Janiga
306 schema:givenName Gábor
307 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01167011017.35
308 rdf:type schema:Person
309 sg:person.011674161344.23 schema:affiliation https://www.grid.ac/institutes/grid.419255.e
310 schema:familyName Bergersen
311 schema:givenName Aslak W.
312 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011674161344.23
313 rdf:type schema:Person
314 sg:person.01170054603.38 schema:affiliation N859c9f526ee446be99667c553ada46ab
315 schema:familyName Pereira
316 schema:givenName Vitor M.
317 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01170054603.38
318 rdf:type schema:Person
319 sg:person.01223200141.94 schema:affiliation https://www.grid.ac/institutes/grid.410367.7
320 schema:familyName Cito
321 schema:givenName Salvatore
322 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01223200141.94
323 rdf:type schema:Person
324 sg:person.01225162202.99 schema:affiliation https://www.grid.ac/institutes/grid.17063.33
325 schema:familyName Steinman
326 schema:givenName David A.
327 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01225162202.99
328 rdf:type schema:Person
329 sg:person.01235124217.27 schema:affiliation https://www.grid.ac/institutes/grid.5807.a
330 schema:familyName Berg
331 schema:givenName Philipp
332 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01235124217.27
333 rdf:type schema:Person
334 sg:person.01245233760.86 schema:affiliation https://www.grid.ac/institutes/grid.419255.e
335 schema:familyName Valen-Sendstad
336 schema:givenName Kristian
337 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01245233760.86
338 rdf:type schema:Person
339 sg:person.012524022055.13 schema:affiliation https://www.grid.ac/institutes/grid.22448.38
340 schema:familyName Chung
341 schema:givenName Bong Jae
342 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012524022055.13
343 rdf:type schema:Person
344 sg:person.012540060247.81 schema:affiliation https://www.grid.ac/institutes/grid.22448.38
345 schema:familyName Cebral
346 schema:givenName Juan R.
347 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012540060247.81
348 rdf:type schema:Person
349 sg:person.01304260430.32 schema:affiliation https://www.grid.ac/institutes/grid.411941.8
350 schema:familyName Brawanski
351 schema:givenName Alexander
352 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01304260430.32
353 rdf:type schema:Person
354 sg:person.01350024736.13 schema:affiliation https://www.grid.ac/institutes/grid.264756.4
355 schema:familyName Hodis
356 schema:givenName Simona
357 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01350024736.13
358 rdf:type schema:Person
359 sg:person.013543476413.84 schema:affiliation https://www.grid.ac/institutes/grid.5807.a
360 schema:familyName Saalfeld
361 schema:givenName Sylvia
362 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013543476413.84
363 rdf:type schema:Person
364 sg:person.013642163002.05 schema:affiliation https://www.grid.ac/institutes/grid.194645.b
365 schema:familyName Tsang
366 schema:givenName Anderson Chun On
367 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013642163002.05
368 rdf:type schema:Person
369 sg:person.01364436313.72 schema:affiliation https://www.grid.ac/institutes/grid.440728.d
370 schema:familyName Frolov
371 schema:givenName Sergey
372 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01364436313.72
373 rdf:type schema:Person
374 sg:person.014302476173.61 schema:affiliation https://www.grid.ac/institutes/grid.66875.3a
375 schema:familyName Carlson
376 schema:givenName Kent D.
377 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014302476173.61
378 rdf:type schema:Person
379 sg:person.015242535037.85 schema:affiliation https://www.grid.ac/institutes/grid.6363.0
380 schema:familyName Bruening
381 schema:givenName Jan
382 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015242535037.85
383 rdf:type schema:Person
384 sg:person.016364375007.34 schema:affiliation N2e7e990d6e3a41df8d1bb7a35ff8ef74
385 schema:familyName Kellermann
386 schema:givenName Kerstin
387 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016364375007.34
388 rdf:type schema:Person
389 sg:person.0641032213.81 schema:affiliation https://www.grid.ac/institutes/grid.440728.d
390 schema:familyName Sindeev
391 schema:givenName Sergey
392 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0641032213.81
393 rdf:type schema:Person
394 sg:person.0642732412.74 schema:affiliation https://www.grid.ac/institutes/grid.488575.3
395 schema:familyName Beuing
396 schema:givenName Oliver
397 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0642732412.74
398 rdf:type schema:Person
399 sg:person.0651020673.41 schema:affiliation https://www.grid.ac/institutes/grid.273335.3
400 schema:familyName Meng
401 schema:givenName Hui
402 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0651020673.41
403 rdf:type schema:Person
404 sg:person.0670612522.50 schema:affiliation N6ec231ea78044da3a5e48ae8d8c415f9
405 schema:familyName Seshadhri
406 schema:givenName Santhosh
407 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0670612522.50
408 rdf:type schema:Person
409 sg:person.0674412353.09 schema:affiliation https://www.grid.ac/institutes/grid.410802.f
410 schema:familyName Shojima
411 schema:givenName Masaaki
412 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0674412353.09
413 rdf:type schema:Person
414 sg:person.0676706672.46 schema:affiliation https://www.grid.ac/institutes/grid.66875.3a
415 schema:familyName Dragomir-Daescu
416 schema:givenName Dan
417 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0676706672.46
418 rdf:type schema:Person
419 sg:person.0717415754.50 schema:affiliation https://www.grid.ac/institutes/grid.412199.6
420 schema:familyName Morales
421 schema:givenName Hernán G.
422 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0717415754.50
423 rdf:type schema:Person
424 sg:person.0737462765.67 schema:affiliation https://www.grid.ac/institutes/grid.410367.7
425 schema:familyName Pallarès
426 schema:givenName Jordi
427 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0737462765.67
428 rdf:type schema:Person
429 sg:person.07450620110.14 schema:affiliation https://www.grid.ac/institutes/grid.6759.d
430 schema:familyName Csippa
431 schema:givenName Benjamin
432 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07450620110.14
433 rdf:type schema:Person
434 sg:person.07467336425.88 schema:affiliation https://www.grid.ac/institutes/grid.5807.a
435 schema:familyName Hille
436 schema:givenName Georg
437 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07467336425.88
438 rdf:type schema:Person
439 sg:person.0756047605.49 schema:affiliation https://www.grid.ac/institutes/grid.411898.d
440 schema:familyName Takao
441 schema:givenName Hiroyuki
442 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0756047605.49
443 rdf:type schema:Person
444 sg:person.07600325161.49 schema:affiliation https://www.grid.ac/institutes/grid.10383.39
445 schema:familyName Copelli
446 schema:givenName Gabriele
447 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07600325161.49
448 rdf:type schema:Person
449 sg:person.0764721324.11 schema:affiliation https://www.grid.ac/institutes/grid.6363.0
450 schema:familyName Goubergrits
451 schema:givenName Leonid
452 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0764721324.11
453 rdf:type schema:Person
454 sg:person.0775372743.31 schema:affiliation https://www.grid.ac/institutes/grid.273335.3
455 schema:familyName Paliwal
456 schema:givenName Nikhil
457 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0775372743.31
458 rdf:type schema:Person
459 sg:pub.10.1007/s00348-014-1746-0 schema:sameAs https://app.dimensions.ai/details/publication/pub.1038715181
460 https://doi.org/10.1007/s00348-014-1746-0
461 rdf:type schema:CreativeWork
462 sg:pub.10.1007/s10439-014-1082-9 schema:sameAs https://app.dimensions.ai/details/publication/pub.1039871255
463 https://doi.org/10.1007/s10439-014-1082-9
464 rdf:type schema:CreativeWork
465 sg:pub.10.1007/s10439-014-1093-6 schema:sameAs https://app.dimensions.ai/details/publication/pub.1021652886
466 https://doi.org/10.1007/s10439-014-1093-6
467 rdf:type schema:CreativeWork
468 sg:pub.10.1007/s11517-008-0420-1 schema:sameAs https://app.dimensions.ai/details/publication/pub.1053377330
469 https://doi.org/10.1007/s11517-008-0420-1
470 rdf:type schema:CreativeWork
471 sg:pub.10.1007/s11548-018-1848-x schema:sameAs https://app.dimensions.ai/details/publication/pub.1106416120
472 https://doi.org/10.1007/s11548-018-1848-x
473 rdf:type schema:CreativeWork
474 sg:pub.10.1186/s12938-016-0163-4 schema:sameAs https://app.dimensions.ai/details/publication/pub.1013587412
475 https://doi.org/10.1186/s12938-016-0163-4
476 rdf:type schema:CreativeWork
477 https://doi.org/10.1002/cnm.2640 schema:sameAs https://app.dimensions.ai/details/publication/pub.1031572207
478 rdf:type schema:CreativeWork
479 https://doi.org/10.1016/0262-8856(92)90066-c schema:sameAs https://app.dimensions.ai/details/publication/pub.1040803351
480 rdf:type schema:CreativeWork
481 https://doi.org/10.1016/j.ejrad.2010.02.015 schema:sameAs https://app.dimensions.ai/details/publication/pub.1015592913
482 rdf:type schema:CreativeWork
483 https://doi.org/10.1016/j.jbiomech.2008.04.035 schema:sameAs https://app.dimensions.ai/details/publication/pub.1027697169
484 rdf:type schema:CreativeWork
485 https://doi.org/10.1016/j.jbiomech.2012.08.047 schema:sameAs https://app.dimensions.ai/details/publication/pub.1028630552
486 rdf:type schema:CreativeWork
487 https://doi.org/10.1016/j.jbiomech.2015.02.020 schema:sameAs https://app.dimensions.ai/details/publication/pub.1022764154
488 rdf:type schema:CreativeWork
489 https://doi.org/10.1016/j.jbiomech.2015.09.039 schema:sameAs https://app.dimensions.ai/details/publication/pub.1037410872
490 rdf:type schema:CreativeWork
491 https://doi.org/10.1016/j.jbiomech.2015.10.047 schema:sameAs https://app.dimensions.ai/details/publication/pub.1028129126
492 rdf:type schema:CreativeWork
493 https://doi.org/10.1016/j.jbiomech.2016.09.031 schema:sameAs https://app.dimensions.ai/details/publication/pub.1053137394
494 rdf:type schema:CreativeWork
495 https://doi.org/10.1016/j.jbiomech.2016.12.004 schema:sameAs https://app.dimensions.ai/details/publication/pub.1006731290
496 rdf:type schema:CreativeWork
497 https://doi.org/10.1016/j.wneu.2017.09.118 schema:sameAs https://app.dimensions.ai/details/publication/pub.1091973712
498 rdf:type schema:CreativeWork
499 https://doi.org/10.1016/j.wneu.2018.02.020 schema:sameAs https://app.dimensions.ai/details/publication/pub.1101019699
500 rdf:type schema:CreativeWork
501 https://doi.org/10.1073/pnas.12.3.207 schema:sameAs https://app.dimensions.ai/details/publication/pub.1009489128
502 rdf:type schema:CreativeWork
503 https://doi.org/10.1093/neuros/nyx226 schema:sameAs https://app.dimensions.ai/details/publication/pub.1085634897
504 rdf:type schema:CreativeWork
505 https://doi.org/10.1093/neuros/nyy010 schema:sameAs https://app.dimensions.ai/details/publication/pub.1100277868
506 rdf:type schema:CreativeWork
507 https://doi.org/10.1109/34.121791 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061155634
508 rdf:type schema:CreativeWork
509 https://doi.org/10.1115/1.4023382 schema:sameAs https://app.dimensions.ai/details/publication/pub.1062148701
510 rdf:type schema:CreativeWork
511 https://doi.org/10.1115/1.4026108 schema:sameAs https://app.dimensions.ai/details/publication/pub.1062151424
512 rdf:type schema:CreativeWork
513 https://doi.org/10.1115/1.4031794 schema:sameAs https://app.dimensions.ai/details/publication/pub.1062157072
514 rdf:type schema:CreativeWork
515 https://doi.org/10.1118/1.4943375 schema:sameAs https://app.dimensions.ai/details/publication/pub.1018976671
516 rdf:type schema:CreativeWork
517 https://doi.org/10.1136/neurintsurg-2014-011247 schema:sameAs https://app.dimensions.ai/details/publication/pub.1032759191
518 rdf:type schema:CreativeWork
519 https://doi.org/10.1136/neurintsurg-2017-012996 schema:sameAs https://app.dimensions.ai/details/publication/pub.1085311736
520 rdf:type schema:CreativeWork
521 https://doi.org/10.1136/neurintsurg-2017-013677 schema:sameAs https://app.dimensions.ai/details/publication/pub.1100482485
522 rdf:type schema:CreativeWork
523 https://doi.org/10.1161/strokeaha.110.592923 schema:sameAs https://app.dimensions.ai/details/publication/pub.1049624581
524 rdf:type schema:CreativeWork
525 https://doi.org/10.3171/2015.8.jns151296 schema:sameAs https://app.dimensions.ai/details/publication/pub.1071081986
526 rdf:type schema:CreativeWork
527 https://doi.org/10.3171/2016.2.jns152120 schema:sameAs https://app.dimensions.ai/details/publication/pub.1071082278
528 rdf:type schema:CreativeWork
529 https://doi.org/10.3171/jns.2005.102.2.0355 schema:sameAs https://app.dimensions.ai/details/publication/pub.1071101450
530 rdf:type schema:CreativeWork
531 https://doi.org/10.3174/ajnr.a2398 schema:sameAs https://app.dimensions.ai/details/publication/pub.1016149940
532 rdf:type schema:CreativeWork
533 https://doi.org/10.3174/ajnr.a2419 schema:sameAs https://app.dimensions.ai/details/publication/pub.1033048752
534 rdf:type schema:CreativeWork
535 https://doi.org/10.3174/ajnr.a2534 schema:sameAs https://app.dimensions.ai/details/publication/pub.1015859176
536 rdf:type schema:CreativeWork
537 https://doi.org/10.3174/ajnr.a2711 schema:sameAs https://app.dimensions.ai/details/publication/pub.1011366558
538 rdf:type schema:CreativeWork
539 https://doi.org/10.3174/ajnr.a2993 schema:sameAs https://app.dimensions.ai/details/publication/pub.1017817613
540 rdf:type schema:CreativeWork
541 https://doi.org/10.3174/ajnr.a2994 schema:sameAs https://app.dimensions.ai/details/publication/pub.1005255866
542 rdf:type schema:CreativeWork
543 https://doi.org/10.3174/ajnr.a3558 schema:sameAs https://app.dimensions.ai/details/publication/pub.1027873892
544 rdf:type schema:CreativeWork
545 https://doi.org/10.3174/ajnr.a3710 schema:sameAs https://app.dimensions.ai/details/publication/pub.1010627430
546 rdf:type schema:CreativeWork
547 https://doi.org/10.3174/ajnr.a3793 schema:sameAs https://app.dimensions.ai/details/publication/pub.1050258280
548 rdf:type schema:CreativeWork
549 https://doi.org/10.3174/ajnr.a3933 schema:sameAs https://app.dimensions.ai/details/publication/pub.1041464196
550 rdf:type schema:CreativeWork
551 https://doi.org/10.3174/ajnr.a4157 schema:sameAs https://app.dimensions.ai/details/publication/pub.1021209046
552 rdf:type schema:CreativeWork
553 https://doi.org/10.3174/ajnr.a5484 schema:sameAs https://app.dimensions.ai/details/publication/pub.1099967740
554 rdf:type schema:CreativeWork
555 https://www.grid.ac/institutes/grid.1004.5 schema:alternateName Macquarie University
556 schema:name Macquarie University, Sydney, Australia
557 rdf:type schema:Organization
558 https://www.grid.ac/institutes/grid.10383.39 schema:alternateName University of Parma
559 schema:name Department of Industrial Engineering, University of Parma, Parma, Italy
560 rdf:type schema:Organization
561 https://www.grid.ac/institutes/grid.15876.3d schema:alternateName Koç University
562 schema:name Department of Mechanical Engineering, Koc University, Rumelifeneri Kampusu, 34450, Istanbul, Turkey
563 Department of Mechanical Engineering, The University of Texas at San Antonio, One UTSA Circle, 78249, San Antonio, TX, USA
564 rdf:type schema:Organization
565 https://www.grid.ac/institutes/grid.168010.e schema:alternateName Stanford University
566 schema:name Stanford University, Stanford, CA, USA
567 rdf:type schema:Organization
568 https://www.grid.ac/institutes/grid.17063.33 schema:alternateName University of Toronto
569 schema:name Biomedical Simulation Laboratory, Department of Mechanical and Industrial Engineering, University of Toronto, Toronto, ON, Canada
570 rdf:type schema:Organization
571 https://www.grid.ac/institutes/grid.194645.b schema:alternateName University of Hong Kong
572 schema:name Department of Mechanical Engineering, The University of Hong Kong, Pokfulam, Hong Kong
573 Division of Neurosurgery, Department of Surgery, The University of Hong Kong, Pokfulam, Hong Kong
574 rdf:type schema:Organization
575 https://www.grid.ac/institutes/grid.215352.2 schema:alternateName The University of Texas at San Antonio
576 schema:name Department of Mechanical Engineering, The University of Texas at San Antonio, One UTSA Circle, 78249, San Antonio, TX, USA
577 rdf:type schema:Organization
578 https://www.grid.ac/institutes/grid.22448.38 schema:alternateName George Mason University
579 schema:name Bioengineering Department, Volgenau School of Engineering, George Mason University, Fairfax, VA, USA
580 rdf:type schema:Organization
581 https://www.grid.ac/institutes/grid.264756.4 schema:alternateName Texas A&M University
582 schema:name Department of Mathematics, Texas A&M University, Kingsville, USA
583 rdf:type schema:Organization
584 https://www.grid.ac/institutes/grid.273335.3 schema:alternateName University at Buffalo, State University of New York
585 schema:name Canon Stroke and Vascular Research Center, University at Buffalo, State University of New York, Buffalo, NY, USA
586 Department of Mechanical and Aerospace Engineering, University at Buffalo, State University of New York, Buffalo, NY, USA
587 rdf:type schema:Organization
588 https://www.grid.ac/institutes/grid.410367.7 schema:alternateName Rovira i Virgili University
589 schema:name Departament d’Enginyeria Mecànica, Universitat Rovira i Virgili, Tarragona, Spain
590 rdf:type schema:Organization
591 https://www.grid.ac/institutes/grid.410802.f schema:alternateName Saitama Medical University
592 schema:name Saitama Medical University General Hospital, 1981 Kamoda, 350-8655, Kawagoe, Saitama, Japan
593 rdf:type schema:Organization
594 https://www.grid.ac/institutes/grid.411898.d schema:alternateName Jikei University
595 schema:name Department of Innovation for Medical Information Technology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
596 Department of Neurosurgery, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
597 Graduate School of Mechanical Engineering, Tokyo University of Science, Katsushika-ku, Tokyo, Japan
598 rdf:type schema:Organization
599 https://www.grid.ac/institutes/grid.411941.8 schema:alternateName University Hospital Regensburg
600 schema:name University Hospital Regensburg, Regensburg, Germany
601 University of Applied Sciences Regensburg, Regensburg, Germany
602 rdf:type schema:Organization
603 https://www.grid.ac/institutes/grid.412199.6 schema:alternateName Universidad Mayor
604 schema:name Centro de Investigación en Fisiología del Ejercicio, Facultad de Ciencias, Universidad Mayor, Santiago de Chile, Chile
605 Philips Research, Paris, France
606 rdf:type schema:Organization
607 https://www.grid.ac/institutes/grid.412468.d schema:alternateName University Hospital Schleswig-Holstein
608 schema:name Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein UKSH, Kiel, Germany
609 rdf:type schema:Organization
610 https://www.grid.ac/institutes/grid.419255.e schema:alternateName Simula Research Laboratory
611 schema:name Department of Computational Physiology, Simula Research Laboratory, Lysaker, Norway
612 rdf:type schema:Organization
613 https://www.grid.ac/institutes/grid.440728.d schema:alternateName Tambov State Technical University
614 schema:name Department of Biomedical Engineering, Tambov State Technical University, Tambov, Russia
615 rdf:type schema:Organization
616 https://www.grid.ac/institutes/grid.488575.3 schema:alternateName Universitätsaugenklinik Magdeburg
617 schema:name Forschungscampus STIMULATE, Magdeburg, Germany
618 Institute of Neuroradiology, University Hospital Magdeburg, Magdeburg, Germany
619 rdf:type schema:Organization
620 https://www.grid.ac/institutes/grid.491869.b schema:alternateName Helios Hospital Berlin-Buch
621 schema:name Neurosurgery Department, Helios Hospital Berlin Buch, Berlin, Germany
622 rdf:type schema:Organization
623 https://www.grid.ac/institutes/grid.5807.a schema:alternateName Otto-von-Guericke University Magdeburg
624 schema:name Department of Fluid Dynamics and Technical Flows, University of Magdeburg, Magdeburg, Germany
625 Department of Simulation and Graphics, University of Magdeburg, Magdeburg, Germany
626 Forschungscampus STIMULATE, Magdeburg, Germany
627 rdf:type schema:Organization
628 https://www.grid.ac/institutes/grid.63368.38 schema:alternateName Houston Methodist
629 schema:name MRI Core, Houston Methodist Research Institute, Houston, TX, USA
630 rdf:type schema:Organization
631 https://www.grid.ac/institutes/grid.6363.0 schema:alternateName Charité
632 schema:name Institute for Imaging Science and Computational Modelling in Cardiovascular Medicine, Charité – Universitätsmedizin Berlin, Berlin, Germany
633 rdf:type schema:Organization
634 https://www.grid.ac/institutes/grid.66875.3a schema:alternateName Mayo Clinic
635 schema:name Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, USA
636 rdf:type schema:Organization
637 https://www.grid.ac/institutes/grid.6759.d schema:alternateName Budapest University of Technology and Economics
638 schema:name Department of Hydrodynamic Systems, Budapest University of Technology and Economics, Budapest, Hungary
639 rdf:type schema:Organization
640 https://www.grid.ac/institutes/grid.69566.3a schema:alternateName Tohoku University
641 schema:name Department of Neurosurgery, Tohoku University Graduate of Medicine, Sendai, Japan
642 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...