Changes for page Data Curation

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edited by spieschnik
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on 2024/05/06 09:51
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1 -XWiki.spieschnik
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29 29  
30 30  == **Information to get started** ==
31 31  
32 -**[[REQUEST CURATION>>https://nettskjema.no/a/386195]] to share data, simulations, computational models, and software, - or to add a new version of an existing one. **
32 +**[[REQUEST CURATION>>https://nettskjema.no/a/277393#/]] to share data, simulations, computational models, and software, - or to add a new version of an existing one. **
33 33  
34 34  Have you already published your data somewhere else? You can increase the exposure and impact of your shared dataset by also listing it on EBRAINS.
35 35  
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84 84  //with all you need to know//
85 85  //to share data on EBRAINS: //
86 86  // //
87 -[[~[~[image:image-20230324171114-2.png~|~|height="150" width="106"~]~]>>https://drive.ebrains.eu/f/dfd374b9b43a458192e9/]]
87 +[[[[image:image-20230324171114-2.png||height="150" width="106"]]>>https://drive.ebrains.eu/f/dfd374b9b43a458192e9/]]
88 88  )))
89 89  
90 90  
... ... @@ -92,13 +92,18 @@
92 92  
93 93  
94 94  
95 -(% style="margin-right:10px" %)[[image:https://lh3.googleusercontent.com/zh7TvO6w04YGW9jIhfhmdT6CexdGs-AWOLfJXKRq7-tdHOu6ar1rOQx8o4rZevrjXqgPZ7-Ejv4b6X9XpgXuHpdUXi-mBTHIUnv5Vz-DktHt0sP-PZ3gE8XgZid3TV3swV1uTCBhHx11ge0pjP7RVxswGQ=s2048||height="85px;" width="91px;"]](%%)** Fill in the [[EBRAINS Curation Request Form>>https://nettskjema.no/a/386195]]. **
95 +(% style="margin-right:10px" %)[[image:https://lh3.googleusercontent.com/zh7TvO6w04YGW9jIhfhmdT6CexdGs-AWOLfJXKRq7-tdHOu6ar1rOQx8o4rZevrjXqgPZ7-Ejv4b6X9XpgXuHpdUXi-mBTHIUnv5Vz-DktHt0sP-PZ3gE8XgZid3TV3swV1uTCBhHx11ge0pjP7RVxswGQ=s2048||height="85px;" width="91px;"]](%%)** Fill in the [[Curation request form>>https://nettskjema.no/a/277393#/]]. **
96 96  
97 -The form collects general information about your data, allowing us to assess whether the dataset fits within the scope of EBRAINS. The submission generates a curation ID allowing us to track and follow up on incoming requests.
97 +This form collects preliminary information about your data, allowing us to assess whether the dataset fits within the scope of EBRAINS. The submission generates a curation ID allowing us to track the case.
98 98  
99 -You will also be asked to fill in information related to ethics and regulatory compliance, so that we can evaluate whether we can ethically and legally share the data via EBRAINS (earlier, this was recorded via a [[separate form>>https://nettskjema.no/a/224765]]). See below for information about the ethical and legal aspects concerning sharing of human subject data.
100 100  
100 +(% style="margin-right:10px" %)[[image:https://lh6.googleusercontent.com/yw442oS6BwZOlY-_0BoVxyCW3DrdcJ5ogCes92iOD16_rgNEVk56aNMDaVWXFfBLYv24bHzmGgBF9wg0szjH70xzuRTqxoQAeuy3knNO7axCHoyZDXwtyTcMgFnYwbOYxOT29LK-zchrUKLW6Mle93kOkQ=s2048||height="94px;" width="94px;"]](%%)**Fill in the [[Ethics and Regulatory compliance form>>https://nettskjema.no/a/224765]]**.
101 101  
102 +This form collects the necessary information needed for us to evaluate whether we can ethically and legally share the data via EBRAINS.
103 +
104 +See below for information about the ethical and legal aspects concerning sharing of human subject data.
105 +
106 +
102 102  ==== **2. Upload data ** ====
103 103  
104 104  (% class="box floatinginfobox" id="share-data-infographic" %)
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108 108  //with guidelines
109 109  on data organization: //
110 110  
111 -[[~[~[image:image-20230621121014-1.png~|~|data-xwiki-image-style-alignment="center" height="150" width="106"~]~]>>https://drive.ebrains.eu/lib/f5cf4964-f095-49bd-8c34-e4ffda05a497/file/ebrains-infographic-data-organisation.pdf/]]
116 +(% style="text-align:center" %)
117 +[[[[image:image-20230621121014-1.png||height="150" width="106"]]>>https://drive.ebrains.eu/lib/f5cf4964-f095-49bd-8c34-e4ffda05a497/file/ebrains-infographic-data-organisation.pdf/]]
112 112  )))
113 113  
114 114  (% style="margin-right:10px" %)[[image:https://lh5.googleusercontent.com/sieKO-kW8O18iPaUyonwyo4UfHBmtc2E9BDnjbx52j6J_uGmm-OzGAo7sloMk3sYwKa6QW3hYQsOA9N4H7uGQpca088Wrk0Nurpt_J3B0-NSbcaPNdZIh21otQcG6jnAxLGiKoEvkTyaDGTMk3fu7me8mQ=s2048||height="94px;" width="94px;"]](%%)**Ensure data is structured consistently prior to upload. **
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122 122  **Opt. 2. **For larger datasets or datasets with a large amount of files, we recommend using a programmatic approach. The [[python script>>https://github.com/eapapp/ebrains-data-storage/tree/main/data-proxy]] is interactive and does not require any additional programming.
123 123  
124 124  
125 -EBRAINS offers secure, long-term storage at FENIX Supercomputing Centres in Europe.
131 +EBRAINS offers secure, long-term storage at [[CSCS Swiss National Supercomputing Centre>>url:https://www.cscs.ch/]], with currently no upper limit of storage capacity. 
126 126  
127 127  If a data collection is already uploaded elsewhere, we may link to the already existing repository.
128 128  
... ... @@ -165,7 +165,7 @@
165 165  about the EBRAINS Data//
166 166  //Descriptor//
167 167  // //
168 -[[~[~[image:image-20230324171109-1.png~|~|height="150" width="106"~]~]>>https://drive.ebrains.eu/f/c1ccb78be52e4bdba7cf/]]
174 +[[[[image:image-20230324171109-1.png||height="150" width="106"]]>>https://drive.ebrains.eu/f/c1ccb78be52e4bdba7cf/]]
169 169  )))
170 170  
171 171  ==== **5. Preview and publish** ====
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207 207  We recommend storing model code and/or configuration files in an online Git repository, for example on GitHub.
208 208  This repository should be public when you publish the model, but a private repository can be used for model development.
209 209  
210 -Alternatively, you can upload code to the Collab Drive (in this case, curators will copy it to a read-only Bucket upon publication) or Bucket storage.
216 +Alternatively, you can upload code to the Collab Drive or Bucket storage.
211 211  
212 -==== 4. Submit metadata ====
218 +==== 4.Submit metadata ====
213 213  
214 214  We recommend submitting metadata using the Model Catalog app, installed in your collab.
215 215  
... ... @@ -226,7 +226,7 @@
226 226  As development of your model proceeds, you can easily register new versions of the code,
227 227  and new parameterizations, by clicking "Add new version".
228 228  
229 -If you prefer not to use the app, you can instead fill in the [[EBRAINS Curation Request Form>>https://nettskjema.no/a/386195]].,
235 +If you prefer not to use the app, you can instead fill in the [[Curation request form>>https://nettskjema.no/a/277393#/]].,
230 230  and you will be contacted by e-mail with further instructions.
231 231  
232 232  ==== 5. Provide a reference dataset ====
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260 260  
261 261  The curators will also take a snapshot of your model code.
262 262  
263 -* For models in public Git repositories, we archive a copy of the repository in [[Software Heritage>>https://www.softwareheritage.org/||rel="noopener noreferrer" target="_blank"]] (via the updateSWH extension).
269 +* For models in public Git repositories, we archive a copy of the repository in [[Software Heritage>>https://www.softwareheritage.org/||rel="noopener noreferrer" target="_blank"]].
264 264  * For models in a collab Bucket or Drive, we make a read-only copy of the code in a public container in the EBRAINS repository.
265 265  
266 266  Once this is done, you will be invited to review a preview of how the model entry will appear in the KG Search,
... ... @@ -270,15 +270,26 @@
270 270  
271 271  === Step by Step - Software ===
272 272  
273 -We ask software developers to provide their metadata in the "CodeMeta" format. [[CodeMeta>>https://codemeta.github.io/]] is a common format for software metadata, supported by GitHub, Zenodo, FigShare, DataCite, and the US National Science Foundation.
274 274  
275 -1. Create a codemeta.json file for your software. There are several [[tools>>https://codemeta.github.io/tools/]] to help you do this, for example the [[CodeMeta generator>>https://codemeta.github.io/codemeta-generator]] app. Please fill in as many of the fields as possible.
276 -1. Place this file in the root folder of your code repository.
277 -1. Contact [[EBRAINS support>>https://www.ebrains.eu/contact/]] to request curation of your software, letting us know the URL of your code repository. If you need help hosting your code online, please also let us know.
278 -1. After a quality check, we integrate and publish the information contained in your codemeta.json file to the Knowledge Graph. Your software is then searchable and usable for the neuroscience community.
280 +(% class="box floatinginfobox" id="software-curation-infographic" %)
281 +(((
282 +(% style="text-align:center" %)
283 +//Software curation at a glance//
284 +// //
285 +[[[[image:Thumb2.png||alt="EBRAINS-Share-Software.pdf" height="287" width="197"]]>>attach:EBRAINS-Share-Software-4.pdf]]
286 +)))
279 279  
280 -When you release a new version of your software, just update the codemeta.json file in your repository. We will check the repository on a regular basis, and if the version identifier has changed the Knowledge Graph will be updated accordingly.
288 +(% style="margin-left:15px" %)[[[[image:Screenshot 2023-06-06 1122082.png||alt="swc-flow.png" height="136" width="637"]]>>https://www.ebrains.eu/tools/ebrains-curation-request-form||rel="noopener noreferrer" target="_blank"]]
281 281  
290 +1. Fill in the [[request form>>https://www.ebrains.eu/tools/ebrains-curation-request-form]]. You'll be contacted by a curator with further instructions. In these instructions, you will find the links to your software and software version entries in the Knowledge Graph.
291 +1. Enter the metadata of your software in your private space of the [[Knowledge Graph Editor>>url:https://editor.kg.ebrains.eu/]] by using the links provided by the curator. Please provide the metadata for your software as complete as possible. This makes it easier for users to find and use your software. If you have questions feel free to contact the curation support. After you have finished editing your entries, please let the curators know by replying to your ticket. We curate your metadata and get back to you, if necessary.
292 +1. After a quality check, we integrate and publish the information to the Knowledge Graph. Your software is then searchable and usable for the neuroscience community.
293 +
294 +If you want to add a new version to an already curated software, please request this via the [[curation request form>>https://nettskjema.no/a/277393]].
295 +
296 +For more information, visit our [[Guide to Software Curation in the EBRAINS Knowledge Graph>>url:https://wiki.ebrains.eu/bin/view/Collabs/swc-guide]] or see our infographic on the right.
297 +
298 +
282 282  ----
283 283  
284 284  === Sharing human subject data ===
... ... @@ -286,21 +286,29 @@
286 286  (% class="box floatinginfobox" %)
287 287  (((
288 288  **Human subject data that can be shared on EBRAINS:**
289 -// - Anonymized data//
306 +// //
290 290  // - Post-mortem data//
291 -// - Aggregated data //
292 -
308 +// - Aggregated data//
309 +// - Strongly pseudonymized or de-identified subject data//
310 +// with a legal basis for sharing (e.g. Informed Consent)//
311 +// //
293 293  
313 +(% class="small" %)
294 294  //If you have human data that does not qualify as any of the above,//
295 295  //please [[get in touch>>https://www.ebrains.eu/contact/]] and we will clarify the available options.//
296 296  )))
297 297  
298 -Human subject data shared on EBRAINS must comply with the [[GDPR >>https://gdpr-info.eu/]]and relevant [[EU directives>>https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex%3A32010L0063]]. The necessary information to assess this compliance is collected via our [[curation request form>>https://www.ebrains.eu/tools/ebrains-curation-request-form]].
299 299  
300 -Anonymous data, including post-mortem and aggregated data, can be shared openly on the condition that subject identifiers are removed from the metadata. Such identifiers must not be shared with the curation team when submitting metadata for curation.
319 +Human subject data shared on EBRAINS must comply with [[GDPR >>https://gdpr-info.eu/]]and [[EU directives>>https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex%3A32010L0063]]. The information we need to assess this is collected via our [[Ethics and Regulatory Compliance Survey>>https://nettskjema.no/a/224765]].
301 301  
302 -Identifiable or sensitive data are shared under restricted access and cannot be stored on the EBRAINS data storage. While the dataset as a whole is discoverable through anonymous metadata published on EBRAINS, access to the actual data files is managed via [[EBRAINS Trusted Research Environments>>https://wiki.ebrains.eu/bin/view/Collabs/trusted-research-environments]]. The data custodian is required to comply with the[[ EBRAINS special terms for restricted access datasets>>https://drive.ebrains.eu/f/5a9bb3bd048446ae8ef6/?dl=1]].
321 +Post-mortem and aggregated human data can be shared openly, given direct identifiers in the metadata are removed. Strongly pseudonymized and de-identified data can be shared via the Human Data Gateway (HDG).
303 303  
323 +The Human Data Gateway (HDG) was introduced in February 2021 as a response to the needs of multiple data providers who are bringing human subject data to EBRAINS. HDG covers the sharing of strongly pseudonymized or de-identified data, a limited range human subject data without direct identifiers and with very few indirect identifiers.
324 +
325 +The HDG adds an an authentication layer on top of the data. This means that **data users **must request access to the data (via their EBRAINS account) and will receive access provided they actively accept the [[EBRAINS Access Policy>>https://ebrains.eu/terms#access-policy]], the [[EBRAINS General Terms of Use>>https://ebrains.eu/terms#general-terms-of-use]], and the [[EBRAINS Data Use Agreement>>https://ebrains.eu/terms#data-use-agreement]]. The account holder also have to accept that information about their request and access to specific data under HDG is being tracked and stored. **Data owners** must be aware that sharing under the HDG affects the legal responsibilities for the data. They must agree to joint control of the data (see the [[Data Provision Protocol v1>>url:https://strapi-prod.sos-ch-dk-2.exo.io/EBRAINS_Data_Provision_Protocol_dfe0dcb104.pdf]], section 1.4 - 1.5) and the Data Protection Officers of the responsible institutions must have accepted that the data can be shared under HDG.
326 +
327 +The HDG is an extension of the existing services and does not replace the future EBRAINS Service for sensitive data (planned for 2024) which is outside the domain of the current EBRAINS Data and Knowledge services.
328 +
304 304  ----
305 305  
306 306  == **The openMINDS metadata framework** ==
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307 307  
308 308  (% class="box floatinginfobox" %)
309 309  (((
310 -[[~[~[image:https://github.com/HumanBrainProject/openMINDS/raw/main/img/light_openMINDS-logo.png~|~|alt="openMINDS logo" height="87" width="164"~]~]>>https://github.com/HumanBrainProject/openMINDS]]
335 +[[[[image:https://github.com/HumanBrainProject/openMINDS/raw/main/img/light_openMINDS-logo.png||alt="openMINDS logo" height="87" width="164"]]>>https://github.com/HumanBrainProject/openMINDS]]
311 311  )))
312 312  
313 -openMINDS is a community-driven, open-source metadata framework for linked data, as used in graph database systems, such as the EBRAINS Knowledge Graph. It is composed of multiple metadata models with interlinked schemas, libraries of serviceable metadata instances, and supportive tooling (e.g., [[openMINDS Python>>https://github.com/openMetadataInitiative/openMINDS_Python]] or [[openMINDS Matlab>>https://github.com/openMetadataInitiative/openMINDS_MATLAB]]). A full documentation (for users and contributors) of the openMINDS framework can be found on [[ReadTheDocs>>https://openminds-documentation.readthedocs.io||rel="noopener noreferrer" target="_blank"]].
338 +openMINDS is a community-driven, open-source metadata framework for linked data, as used in graph database systems, such as the EBRAINS Knowledge Graph. It is composed of multiple metadata models with interlinked schemas, libraries of serviceable metadata instances, and supportive tooling (e.g., [[openMINDS Python>>https://github.com/openMetadataInitiative/openMINDS_Python]] or [[openMINDS Matlab>>https://github.com/openMetadataInitiative/openMINDS_MATLAB]]). A full documentation (for users and contributors) of the openMINDS framework can be found on [[ReadTheDocs>>https://openminds-documentation.readthedocs.io||target="_blank"]].
314 314  
315 315  For feedback, requests, or contributions, please get in touch with the openMINDS development team via
316 316  
... ... @@ -330,7 +330,7 @@
330 330  
331 331  
332 332  |(% colspan="2" %)**Viewer for 2D images**
333 -|[[image:MIO_screenshot.PNG]]|Integrate image data with //SeriesZoom viewer//: EBRAINS viewer provides an intuitive way of navigating high-resolution 2D image series. It has browser-based classic pan and zoom capabilities. A collection can be displayed as a filmstrip (Filmstrip Mode) or as a table (Collection Mode) with adjustable number of row and columns. See [[viewer links available for this dataset>>https://search.kg.ebrains.eu/?category=Dataset&q=nr2f1#9677359c-73fa-4425-b8fa-3de794e9017a]] as an example.
358 +|[[image:MIO_screenshot.PNG]]|Integrate image data with //the Mio viewer//: EBRAINS Multi-Image OpenSeadragon viewer provides an intuitive way of navigating high-resolution 2D image series. It has browser-based classic pan and zoom capabilities. A collection can be displayed as a filmstrip (Filmstrip Mode) or as a table (Collection Mode) with adjustable number of row and columns. See [[Mio viewer links available for this dataset>>https://search.kg.ebrains.eu/?category=Dataset&q=nr2f1#9677359c-73fa-4425-b8fa-3de794e9017a]] as an example. MioViewer user manual is found [[here>>https://multi-image-osd.readthedocs.io/en/latest/index.html]].
334 334  |(% colspan="2" %)**Viewer for sequential atlas-registered 2D images with annotation options**
335 335  |[[image:LZ_screenshot.PNG]]|Integrate atlas-registered 2D image data with //the LocaliZoom viewer//: The EBRAINS LocaliZoom serial section viewer displays series of registered 2D section images with atlas overlay, allowing the users to zoom into high-resolution images and have information about the brain regions. See the [[LocaliZoom links available for this dataset>>https://doi.org/10.25493/T686-7BX]] as an example. LocaliZoom user manual is found [[here>>https://localizoom.readthedocs.io/en/latest/index.html]].
336 336  |(% colspan="2" %)**Interactive 3D atlas viewer with options for data visualization**
... ... @@ -343,13 +343,13 @@
343 343  ==== **Add a tutorial or learning resource ** ====
344 344  
345 345  (% class="wikigeneratedid" id="H-LearningresourceA05Binformation5D" %)
346 -(% style="--darkreader-inline-color:#ffffff; color:#000000" %)//More information will follow//
371 +(% style="--darkreader-inline-color:#e8e6e3; color:#000000" %)//More information will follow//
347 347  
348 348  
349 349  ==== **Create a workflow** ====
350 350  
351 351  (% class="wikigeneratedid" id="H-Workflows5Binformation5D" %)
352 -(% style="--darkreader-inline-color:#ffffff; color:#000000" %)//More information will follow//
377 +(% style="--darkreader-inline-color:#e8e6e3; color:#000000" %)//More information will follow//
353 353  
354 354  ----
355 355  
... ... @@ -359,7 +359,7 @@
359 359  
360 360  In EBRAINS, all datasets, models and software shared go through a streamlined curation process that ensures relevant annotation of the data using the [[openMINDS>>url:https://github.com/HumanBrainProject/openMINDS]] metadata framework and integration into the [[EBRAINS Knowledge Graph>>url:https://docs.kg.ebrains.eu/]] metadata management system. The research products are Findable and Accessible through the [[Knowledge Graph Search>>url:https://search.kg.ebrains.eu/?category=Dataset]] as dataset/model/software cards that display further information regarding the dataset's Interoperability and Reusability.
361 361  
362 -To further specify how EBRAINS aligns with the FAIR principles, we have assessed the FAIRness of datasets shared in the EBRAINS Knowledge Graph following the [[FAIRsFAIR Data Object Assessment Metrics>>https://zenodo.org/record/6461229||style="background-color: rgb(255, 255, 255); --darkreader-inline-bgcolor: #1c1e1f;"]]: see our **[[FAIR assessment of EBRAINS datasets>>doc:.FAIR assessment of EBRAINS datasets.WebHome]]. **
387 +To further specify how EBRAINS aligns with the FAIR principles, we have assessed the FAIRness of datasets shared in the EBRAINS Knowledge Graph following the [[FAIRsFAIR Data Object Assessment Metrics>>https://zenodo.org/record/6461229||style="background-color: rgb(255, 255, 255); --darkreader-inline-bgcolor: #181a1b;"]]: see our **[[FAIR assessment of EBRAINS datasets>>doc:.FAIR assessment of EBRAINS datasets.WebHome]]. **
363 363  
364 364  
365 365  ----
... ... @@ -403,6 +403,92 @@
403 403  No, publishing your data does not mean that others can use it however they want. Use of your data will require citation, and by choosing an appropriate Creative Commons licence you decide what others are allowed to do with it. If you still feel worried, you can publish your data under embargo, and in this way delay the date of data release, but still make it possible for others to find the information about the data.
404 404  
405 405  
431 +----
432 +
433 +== (% style="--darkreader-inline-color:#d2cec8; color:#1a202c; font-family:inherit; font-size:29px" %)**The curation team: meet the curators**(%%) ==
434 +
435 +The EBRAINS curators help researchers publish their research using the EBRAINS Research Infrastructure. A curator’s job is similar to the job of an editor of a scientific journal, checking the data is organized, understandable, accessible and sufficiently described.
436 +
437 +The curators in EBRAINS are located in Oslo, Jülich, Trier and Paris. 
438 +
439 +
440 +**Located in Norway**
441 +
442 +|(% style="width:303px" %)(((
443 +[[image:My project2.jpg||height="209" width="167"]]
444 +
445 +**Archana Golla**
446 +
447 +(% class="small" %)Curation Scientist
448 +Neuroscience (PhD)(%%)
449 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Behavioral neuroscience and microscopy**
450 +)))|(% style="width:303px" %)(((
451 +[[image:Camilla.jpg||alt="My project.jpg" height="209" width="167"]]
452 +
453 +**Camilla H. Blixhavn**
454 +
455 +(% class="small" %)Curation Scientist,
456 +Phd Student
457 +Neuroscience (M. Sc.)(%%)
458 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Neuroanatomy and data integration**
459 +)))|(% style="width:303px" %)(((
460 +[[image:My project (1).jpg||height="209" width="167"]]
461 +
462 +**Ingrid Reiten**
463 +
464 +(% class="small" %)Curation Scientist,
465 +Phd Student
466 +Neuroscience (M. Sc.)(%%)
467 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Neuroanatomy and structural connectivity**
468 +)))|(% style="width:303px" %)(((
469 +[[image:My project1.jpg||height="209" width="167"]]
470 +
471 +**Sophia Pieschnik**
472 +
473 +(% class="small" %)Curation Scientist
474 +Neurocognitive Psychology (M. Sc.)(%%)
475 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Neuroimaging **
476 +)))
477 +
478 +|(% style="width:303px" %)(((
479 +[[image:My project.jpg||height="209" width="167"]]
480 +
481 +**Heidi Kleven**
482 +
483 +(% class="small" %)Curation Scientist,
484 +Phd Student
485 +Neuroscience (M. Sc.)(%%)
486 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Neuroanatomy and brain atlases**
487 +)))| | |
488 +
489 +
490 +\\**Located in Germany**
491 +
492 +|(% style="width:303px" %)(((
493 +[[image:My project (2).jpg||height="209" width="167"]]
494 +
495 +**Jan Gündling**
496 +
497 +(% class="small" %)Curation Scientist,
498 +Phd Student
499 +Sensors and Cognitive Psychology (M. Sc.)(%%)
500 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Human-Computer Interaction**
501 +)))|(% style="width:303px" %)(((
502 +[[image:Lyuba.jpg||height="209" width="167"]]
503 +
504 +**Lyuba Zehl**
505 +
506 +(% class="small" %)Knowledge Systems Engineer
507 +Dr. rer. nat. (Systems Neuroscience)(%%)
508 +(% class="small" style="--darkreader-inline-color:#b0a99f; color:#4a5568" %)**Standard development, data & knowledge management, interdisciplinary communication, data analysis**
509 +)))|(% style="width:303px" %) |(% style="width:303px" %)
510 +
511 +----
512 +
513 +
514 +
515 +----
516 +
406 406  == Contact ==
407 407  
408 408  [[curation-support@ebrains.eu>>mailto:curation-support@ebrains.eu]]
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415 415  
416 416  //Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Germany (PI: Timo Dicksheid)//
417 417  
418 -//Paris-Saclay Institute of Neuroscience, CNRS, Université Paris-Saclay, France (PI: Andrew P. Davison)//
419 -
420 420  ----
421 421  
422 422  == References ==
EBRAINS-Share-Software-4.pdf
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EBRAINS-Share-Software.pdf
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Public

Data Curation