{"data":{"id":"10.4121/bf3f2b23-2328-4d81-a0f4-05fdb33117d7","type":"dois","attributes":{"doi":"10.4121/bf3f2b23-2328-4d81-a0f4-05fdb33117d7","prefix":"10.4121","suffix":"bf3f2b23-2328-4d81-a0f4-05fdb33117d7","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Kievits, Arent J.","nameType":"Personal","givenName":"Arent J.","familyName":"Kievits","nameIdentifiers":[{"nameIdentifier":"0000-0003-4457-9627","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Duinkerken, B. H. Peter","nameType":"Personal","givenName":"B. H. Peter","familyName":"Duinkerken","nameIdentifiers":[{"nameIdentifier":"0000-0003-0699-0001","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Lane, Ryan","nameType":"Personal","givenName":"Ryan","familyName":"Lane","nameIdentifiers":[{"nameIdentifier":"0000-0002-5887-2069","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"de Heus, Cecilia ","nameType":"Personal","givenName":"Cecilia ","familyName":"de Heus","nameIdentifiers":[{"nameIdentifier":"0000-0001-8618-8451","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"van Beijeren Bergen en Henegouwen, Daan ","givenName":"Daan ","familyName":"van Beijeren Bergen en Henegouwen","affiliation":[],"nameIdentifiers":[]},{"name":"Höppener, Tibbe ","givenName":"Tibbe ","familyName":"Höppener","affiliation":[],"nameIdentifiers":[]},{"name":"H. G. Wolters, Anouk","givenName":"Anouk","familyName":"H. G. Wolters","affiliation":[],"nameIdentifiers":[]},{"name":"Liv, Nalan","nameType":"Personal","givenName":"Nalan","familyName":"Liv","nameIdentifiers":[{"nameIdentifier":"0000-0003-2654-9117","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Giepmans, Ben N.G.","nameType":"Personal","givenName":"Ben N.G.","familyName":"Giepmans","nameIdentifiers":[{"nameIdentifier":"0000-0001-5105-5915","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Hoogenboom, Jacob P.","nameType":"Personal","givenName":"Jacob P.","familyName":"Hoogenboom","nameIdentifiers":[{"nameIdentifier":"0000-0003-4539-8772","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]}],"titles":[{"title":"Sample dataset and software for FAST-EM array tomography"}],"publisher":"4TU.ResearchData","container":{},"publicationYear":2024,"subjects":[{"subject":"Other Engineering","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0999"},{"subject":"FOS: Other engineering and technologies","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Biochemistry and Cell Biology","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0601"},{"subject":"FOS: Biological sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Optical Physics","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0205"},{"subject":"FOS: Physical sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Engineering","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"09"},{"subject":"Physical Sciences","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"02"},{"subject":"Biological Sciences","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"06"},{"subject":"volume electron microscopy"},{"subject":"FAST-EM"},{"subject":"array tomography"},{"subject":"image processing"}],"contributors":[{"name":"TU Delft, Faculty Of Applied Sciences, Department Of Imaging Physics","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"University Medical Center Groningen, Department Of Biological Sciences","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"University Medical Center Utrecht, Center For Molecular Medicine","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]}],"dates":[{"date":"2024-07-15","dateType":"Issued"}],"language":"en","types":{"ris":"COMP","bibtex":"misc","citeproc":"article","schemaOrg":"SoftwareSourceCode","resourceType":"Software","resourceTypeGeneral":"Software"},"relatedIdentifiers":[{"relationType":"IsSupplementTo","relatedIdentifier":"10.1515/mim-2024-0005","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":["TIFF"],"version":"2","rightsList":[{"rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This repository contains a sample electron microscopy dataset produced with \"FAST-EM array tomography\" [1] and accompanying software to produce a 3D reconstruction of this dataset. FAST-EM array tomography is a technique for acquiring and reconstructing volume (3D) multibeam electron microscopy datasets. The sample dataset is part of a larger volume (3D) electron microscopy dataset included in the publication Kievits et al. (2024). This sample dataset is used for (automatic) testing of the software presented in the publication and as a demonstration example of 3D reconstruction.\u003cbr\u003e\u003cstrong\u003eDatasets\u003c/strong\u003e\u003cem\u003eMCF-7 cells\u003c/em\u003e3 serial sections of cultured Michigan Cancer Foundation-7 (MCF-7) cells (partial dataset). The dataset contains 25 images per section in a 5 x 5 grid, covering an area of 120 x 120 microns in each section of the sample. The `megafield_field_meta_data.yaml` contains metadata from the acquisition and is used in the processing.\u003cbr\u003e\u003cem\u003eFull dataset visualization\u003c/em\u003ePartial dataset link: https://webknossos.tnw.tudelft.nl/links/BIduioDOrpiBh_EDFull dataset link: https://webknossos.tnw.tudelft.nl/links/9TwKDPdjNa4JHIYt\u003cbr\u003e\u003cem\u003eOrganization\u003c/em\u003e\u003cbr\u003e┌ 20231107_MCF7_UAC_test (project)├──┬ S001 (section --\u0026gt; z)│ ├── 000_000_0.tiff│ ├── 000_001_0.tiff│ ├── 000_002_0.tiff│ │  ...│ ├── 004_004_0.tiff│ ├── mega_field_meta_data.yaml├─── S002└─── S003\u003cbr\u003e\u003cstrong\u003eSoftware \u003c/strong\u003e\u003ccode\u003escripted-render-pipeline\u003c/code\u003e : https://zenodo.org/doi/10.5281/zenodo.12733385Automated pipeline for processing FAST-EM array tomography datasetsAutomated post-correction of imagesImport to \u003ccode\u003erender-ws\u003c/code\u003eExport to (self-managed) WebKnossos instances\u003cbr\u003e\u003ccode\u003einteractive-render-workflow\u003c/code\u003e: https://zenodo.org/doi/10.5281/zenodo.12733814Interactive workflow for aligning FAST-EM array tomography datasetsInteractive post-correction of imagesImport to \u003ccode\u003erender-ws\u003c/code\u003eInteractive 2D stitchingInteractive 3D alignmentExport to local WebKnossos instances\u003cbr\u003e\u003ccode\u003efastem-sofima\u003c/code\u003e : https://zenodo.org/doi/10.5281/zenodo.12733904Scalable Optical Flow-based Image Montaging and Alignment (SOFIMA [2]) of FAST-EM array tomography datasets\u003cbr\u003e\u003cstrong\u003eReferences\u003c/strong\u003e[1] Kievits, Arent J., Duinkerken, B. H. Peter, Lane, Ryan, de Heus, Cecilia, van Beijeren Bergen en Henegouwen, Daan, Höppener, Tibbe, Wolters, Anouk H. G., Liv, Nalan, Giepmans, Ben N. G. and Hoogenboom, Jacob P.. \"FAST-EM array tomography: a workflow for multibeam volume electron microscopy\" \u003cem\u003eMethods in Microscopy\u003c/em\u003e, 2024. https://doi.org/10.1515/mim-2024-0005[2] https://github.com/google-research/sofima\u003cbr\u003e\u003cstrong\u003eLicense \u003c/strong\u003eData is published under a CC0 license. The software repositories are published under separate GPL-3.0 licenses.\u003cbr\u003e\u003cbr\u003e","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[{"awardTitle":"ZonMw grant 91111.006","funderName":"ZonMw","awardNumber":"91111.006"},{"awardTitle":"Netherlands Electron Microscopy Infrastructure (NEMI)","funderName":"NWO National Roadmap for Large-Scale Research Infrastructure","awardNumber":"184.034.014"},{"awardTitle":"NWO-ENPPS.LIFT.019.030","funderName":"NWO","awardNumber":"LIFT.019.030"},{"awardTitle":"EFRO Kansen voor West","funderName":"EU-REACT"},{"awardTitle":"Nano Metrology Systems project","funderName":"National Growth Fund, NXTGEN HIGHTECH"}],"xml":"<?xml version="1.0" encoding="UTF-8"?>
<resource xmlns="http://datacite.org/schema/kernel-4" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.4/metadata.xsd">
  <identifier identifierType="DOI">10.4121/BF3F2B23-2328-4D81-A0F4-05FDB33117D7</identifier>
  <creators>
    <creator>
      <creatorName nameType="Personal">Arent J. Kievits</creatorName>
      <givenName>Arent J.</givenName>
      <familyName>Kievits</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-4457-9627</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">B. H. Peter Duinkerken</creatorName>
      <givenName>B. H. Peter</givenName>
      <familyName>Duinkerken</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-0699-0001</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Ryan Lane</creatorName>
      <givenName>Ryan</givenName>
      <familyName>Lane</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0002-5887-2069</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Cecilia  de Heus</creatorName>
      <givenName>Cecilia </givenName>
      <familyName>de Heus</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0001-8618-8451</nameIdentifier>
    </creator>
    <creator>
      <creatorName>Daan  van Beijeren Bergen en Henegouwen</creatorName>
      <givenName>Daan </givenName>
      <familyName>van Beijeren Bergen en Henegouwen</familyName>
    </creator>
    <creator>
      <creatorName>Tibbe  Höppener</creatorName>
      <givenName>Tibbe </givenName>
      <familyName>Höppener</familyName>
    </creator>
    <creator>
      <creatorName>Anouk H. G. Wolters</creatorName>
      <givenName>Anouk</givenName>
      <familyName>H. G. Wolters</familyName>
    </creator>
    <creator>
      <creatorName nameType="Personal">Nalan Liv</creatorName>
      <givenName>Nalan</givenName>
      <familyName>Liv</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-2654-9117</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Ben N.G. Giepmans</creatorName>
      <givenName>Ben N.G.</givenName>
      <familyName>Giepmans</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0001-5105-5915</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Jacob P. Hoogenboom</creatorName>
      <givenName>Jacob P.</givenName>
      <familyName>Hoogenboom</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-4539-8772</nameIdentifier>
    </creator>
  </creators>
  <titles>
    <title>Sample dataset and software for FAST-EM array tomography </title>
  </titles>
  <publisher>4TU.ResearchData</publisher>
  <publicationYear>2024</publicationYear>
  <resourceType resourceTypeGeneral="Software">Software</resourceType>
  <subjects>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0999">Other Engineering</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0601">Biochemistry and Cell Biology</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0205">Optical Physics</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="09">Engineering</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="02">Physical Sciences</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="06">Biological Sciences</subject>
    <subject>volume electron microscopy</subject>
    <subject>FAST-EM</subject>
    <subject>array tomography</subject>
    <subject>image processing</subject>
  </subjects>
  <contributors>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">TU Delft, Faculty of Applied Sciences, Department of Imaging Physics</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">University Medical Center Groningen, Department of Biological Sciences</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">University Medical Center Utrecht, Center for Molecular Medicine</contributorName>
    </contributor>
  </contributors>
  <dates>
    <date dateType="Issued">2024-07-15</date>
  </dates>
  <language>en</language>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsSupplementTo">https://doi.org/10.1515/mim-2024-0005</relatedIdentifier>
  </relatedIdentifiers>
  <formats>
    <format>TIFF</format>
  </formats>
  <version>2</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/publicdomain/zero/1.0/">CC0</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;This repository contains a sample electron microscopy dataset produced with "FAST-EM array tomography" [1] and accompanying software to produce a 3D reconstruction of this dataset. FAST-EM array tomography is a technique for acquiring and reconstructing volume (3D) multibeam electron microscopy datasets. The sample dataset is part of a larger volume (3D) electron microscopy dataset included in the publication Kievits et al. (2024). This sample dataset is used for (automatic) testing of the software presented in the publication and as a demonstration example of 3D reconstruction.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Datasets&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;&lt;em&gt;MCF-7 cells&lt;/em&gt;&lt;/p&gt;&lt;p&gt;3 serial sections of cultured Michigan Cancer Foundation-7 (MCF-7) cells (partial dataset). The dataset contains 25 images per section in a 5 x 5 grid, covering an area of 120 x 120 microns in each section of the sample. The `megafield_field_meta_data.yaml` contains metadata from the acquisition and is used in the processing.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;em&gt;Full dataset visualization&lt;/em&gt;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;Partial dataset link: &lt;a href="https://webknossos.tnw.tudelft.nl/links/BIduioDOrpiBh_ED" target="_blank"&gt;https://webknossos.tnw.tudelft.nl/links/BIduioDOrpiBh_ED&lt;/a&gt;&lt;/li&gt;&lt;li&gt;Full dataset link: &lt;a href="https://webknossos.tnw.tudelft.nl/links/9TwKDPdjNa4JHIYt" target="_blank"&gt;https://webknossos.tnw.tudelft.nl/links/9TwKDPdjNa4JHIYt&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;em&gt;Organization&lt;/em&gt;&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;┌ 20231107_MCF7_UAC_test (project)&lt;/p&gt;&lt;p&gt;├──┬ S001 (section --&amp;gt; z)&lt;/p&gt;&lt;p&gt;│&amp;nbsp;├── 000_000_0.tiff&lt;/p&gt;&lt;p&gt;│&amp;nbsp;├── 000_001_0.tiff&lt;/p&gt;&lt;p&gt;│ ├── 000_002_0.tiff&lt;/p&gt;&lt;p&gt;│ │&amp;nbsp;&amp;nbsp;...&lt;/p&gt;&lt;p&gt;│ ├── 004_004_0.tiff&lt;/p&gt;&lt;p&gt;│ ├── mega_field_meta_data.yaml&lt;/p&gt;&lt;p&gt;├─── S002&lt;/p&gt;&lt;p&gt;└─── S003&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Software &lt;/strong&gt;&lt;/p&gt;&lt;p&gt;&lt;code&gt;scripted-render-pipeline&lt;/code&gt; : &lt;a href="https://zenodo.org/doi/10.5281/zenodo.12733385" target="_blank"&gt;https://zenodo.org/doi/10.5281/zenodo.12733385&lt;/a&gt;&lt;/p&gt;&lt;p&gt;Automated pipeline for processing FAST-EM array tomography datasets&lt;/p&gt;&lt;ul&gt;&lt;li&gt;Automated post-correction of images&lt;/li&gt;&lt;li&gt;Import to &lt;code&gt;render-ws&lt;/code&gt;&lt;/li&gt;&lt;li&gt;Export to (self-managed) &lt;a href="https://webknossos.org/" target="_blank"&gt;WebKnossos&lt;/a&gt; instances&lt;/li&gt;&lt;/ul&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;code&gt;interactive-render-workflow&lt;/code&gt;: &lt;a href="https://zenodo.org/doi/10.5281/zenodo.12733814" target="_blank"&gt;https://zenodo.org/doi/10.5281/zenodo.12733814&lt;/a&gt;&lt;/p&gt;&lt;p&gt;Interactive workflow for aligning FAST-EM array tomography datasets&lt;/p&gt;&lt;ul&gt;&lt;li&gt;Interactive post-correction of images&lt;/li&gt;&lt;li&gt;Import to &lt;code&gt;render-ws&lt;/code&gt;&lt;/li&gt;&lt;li&gt;Interactive 2D stitching&lt;/li&gt;&lt;li&gt;Interactive 3D alignment&lt;/li&gt;&lt;li&gt;Export to local WebKnossos instances&lt;/li&gt;&lt;/ul&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;code&gt;fastem-sofima&lt;/code&gt; : &lt;a href="https://zenodo.org/doi/10.5281/zenodo.12733904" target="_blank"&gt;https://zenodo.org/doi/10.5281/zenodo.12733904&lt;/a&gt;&lt;/p&gt;&lt;p&gt;Scalable Optical Flow-based Image Montaging and Alignment (SOFIMA [2]) of FAST-EM array tomography datasets&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;References&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;[1] Kievits, Arent J., Duinkerken, B. H. Peter, Lane, Ryan, de Heus, Cecilia, van Beijeren Bergen en Henegouwen, Daan, Höppener, Tibbe, Wolters, Anouk H. G., Liv, Nalan, Giepmans, Ben N. G. and Hoogenboom, Jacob P.. "FAST-EM array tomography: a workflow for multibeam volume electron microscopy" &lt;em&gt;Methods in Microscopy&lt;/em&gt;, 2024. &lt;a href="https://doi.org/10.1515/mim-2024-0005" target="_blank"&gt;https://doi.org/10.1515/mim-2024-0005&lt;/a&gt;&lt;/p&gt;&lt;p&gt;[2] &lt;a href="https://github.com/google-research/sofima" target="_blank"&gt;https://github.com/google-research/sofima&lt;/a&gt;&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;License &lt;/strong&gt;&lt;/p&gt;&lt;p&gt;Data is published under a CC0 license. The software repositories are published under separate GPL-3.0 licenses.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;</description>
  </descriptions>
  <fundingReferences>
    <fundingReference>
      <funderName>ZonMw</funderName>
      <awardNumber>91111.006</awardNumber>
      <awardTitle>ZonMw grant 91111.006</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>NWO National Roadmap for Large-Scale Research Infrastructure</funderName>
      <awardNumber>184.034.014</awardNumber>
      <awardTitle>Netherlands Electron Microscopy Infrastructure (NEMI)</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>NWO</funderName>
      <awardNumber>LIFT.019.030</awardNumber>
      <awardTitle>NWO-ENPPS.LIFT.019.030</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>EU-REACT</funderName>
      <awardTitle>EFRO Kansen voor West</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>National Growth Fund, NXTGEN HIGHTECH</funderName>
      <awardTitle>Nano Metrology Systems project</awardTitle>
    </fundingReference>
  </fundingReferences>
</resource>","url":"https://data.4tu.nl/datasets/bf3f2b23-2328-4d81-a0f4-05fdb33117d7","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":1,"citationsOverTime":[{"year":"2024","total":1}],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2024-07-02T06:54:39.000Z","registered":"2024-07-02T06:54:40.000Z","published":"2024","updated":"2024-07-15T06:10:00.000Z"},"relationships":{"client":{"data":{"id":"delft.data4tu","type":"clients"}},"provider":{"data":{"id":"scpr","type":"providers"}},"media":{"data":{"id":"10.4121/bf3f2b23-2328-4d81-a0f4-05fdb33117d7","type":"media"}},"references":{"data":[]},"citations":{"data":[{"id":"10.1515/mim-2024-0005","type":"dois"}]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[]}}}}