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1		-XWiki.jan
	1	+XWiki.ingrreit

Content

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1		-== Publishing neuroscience data, models and software via EBRAINS ==
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2	2
3	3
	20	+(% class="wikigeneratedid" id="HPublishingneurosciencedata2CmodelsandsoftwareviaEBRAINS" %)
	21	+(% style="font-size:2em" %)**Publishing neuroscience data, models and software via EBRAINS**
	22	+
4	4	(% class="wikigeneratedid" %)
5	5	The aim of this collab is to provide you with detailed information about publishing data, simulations, computational models, and software via EBRAINS. If you want a quick overview of the sharing process, see [[https:~~/~~/ebrains.eu/service/share-data>>https://ebrains.eu/service/share-data]].
6	6
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8	8	{{toc depth="3" start="2"/}}
9	9	{{/box}}
10	10
11		-
12	12	== **Information to get started** ==
13	13
14	14	**[[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. **
...	...	@@ -16,8 +16,10 @@
16	16	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.
17	17
18	18
19		-(% style="text-align: center;" %)
20		-Search existing data, models and software in [[the EBRAINS Knowledge Graph Search>>https://kg.ebrains.eu/search/?facet_type[0]=Dataset]]
	37	+(% class="box" style="text-align: center; font-size: 1.2em" %)
	38	+(((
	39	+Search existing data, models and software in the [[EBRAINS Knowledge Graph>>https://kg.ebrains.eu/search/?facet_type[0]=Dataset]]
	40	+)))
21	21
22	22
23	23	EBRAINS accepts data from all modalities and from all species, as well as models, software, web services and metadata models (collectively referred to as research products) for sharing. You'll find detailed information about how to share each research product below.
...	...	@@ -55,18 +55,27 @@
55	55
56	56	[[image:image-20230326054341-1.png]]
57	57
58		-==== [[[[image:image-20230324171114-2.png||height="150" width="106"]]>>https://drive.ebrains.eu/f/dfd374b9b43a458192e9/]]//All you need to know to share data on EBRAINS.// ====
	78	+(% class="box floatinginfobox" id="share-data-infographic" %)
	79	+(((
	80	+(% style="text-align:center" %)
	81	+//Download our infographic//
	82	+//with all you need to know//
	83	+//to share data on EBRAINS: //
	84	+// //
	85	+[[[[image:image-20230324171114-2.png||height="150" width="106"]]>>https://drive.ebrains.eu/f/dfd374b9b43a458192e9/]]
	86	+)))
59	59
60	60
61	61	==== **1. Provide some general information about your dataset** ====
62	62
63	63
64		-[[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#/]]. **
65	65
	93	+(% 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#/]]. **
	94	+
66	66	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.
67	67
68	68
69		-[[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]]**.
	98	+(% 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]]**.
70	70
71	71	This form collects the necessary information needed for us to evaluate whether we can ethically and legally share the data via EBRAINS.
72	72
...	...	@@ -75,18 +75,28 @@
75	75
76	76	==== **2. Upload data ** ====
77	77
	107	+(% class="box floatinginfobox" id="share-data-infographic" %)
	108	+(((
	109	+(% style="text-align:center" %)
	110	+//Download our infographic//
	111	+//with guidelines
	112	+on data organization: //
78	78
79		-[[image:https://lh5.googleusercontent.com/sieKO-kW8O18iPaUyonwyo4UfHBmtc2E9BDnjbx52j6J_uGmm-OzGAo7sloMk3sYwKa6QW3hYQsOA9N4H7uGQpca088Wrk0Nurpt_J3B0-NSbcaPNdZIh21otQcG6jnAxLGiKoEvkTyaDGTMk3fu7me8mQ=s2048||height="94px;" width="94px;"]]**Ensure data is structured consistently prior to upload. **
	114	+(% style="text-align:center" %)
	115	+[[[[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/]]
	116	+)))
80	80
81		-We look for organized data, not organized according to our standard. This is to support the broadest degree of sharing possible. We do however require that the data is organized in a consistent and precise manner. Please see our// //[[collection of guidelines on data organization>>https://drive.ebrains.eu/smart-link/25299f04-c4e5-4028-8f5f-3b8208f9a532/]] for further guidance.
	118	+(% 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. **
82	82
83		-[[image:https://lh5.googleusercontent.com/EWtYwfVlbeC-jqPasgmzidqc50GrkKIEgwXeUeql8aaMHIukmFdWEy0nufVWWATbxDDK3XwwZEDmASrbpCsBk1u0HpAd8x4ZgAMsMPRcWyrb9etlV6FgKE_QN2e6SqKxHE0rzkR8uI1rRW_5z21TFGYVnw=s2048||height="91px;" width="91px;"]]**Upload data to EBRAINS Storage, either using a drag-and-drop solution (opt. 1) or an interactive python script (opt. 2).**
	120	+We look for organized data, not organized according to our standard. This is to support the broadest degree of sharing possible. We do however require that the data is organized in a consistent and precise manner. Please see our// //[[guidelines on data organization>>https://drive.ebrains.eu/smart-link/25299f04-c4e5-4028-8f5f-3b8208f9a532/]] for further guidance.
84	84
85		-//Opt. 1. //For smaller datasets with a reasonable amount of files, we recommend using the Collab-Bucket solution (drag-and-drop). A Collab Bucket must first be assigned to a dataset, which happens when a datasets is accepted for sharing.
	122	+(% style="margin-right:10px" %)[[image:https://lh5.googleusercontent.com/EWtYwfVlbeC-jqPasgmzidqc50GrkKIEgwXeUeql8aaMHIukmFdWEy0nufVWWATbxDDK3XwwZEDmASrbpCsBk1u0HpAd8x4ZgAMsMPRcWyrb9etlV6FgKE_QN2e6SqKxHE0rzkR8uI1rRW_5z21TFGYVnw=s2048||height="91px;" width="91px;"]](%%)**Upload data to EBRAINS Storage, either using a drag-and-drop solution (opt. 1) or an interactive python script (opt. 2).**
86	86
87		-//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.
	124	+**Opt. 1. **For smaller datasets with a reasonable amount of files, we recommend using the Collab-Bucket solution (drag-and-drop). A Collab Bucket must first be assigned to a dataset, which happens when a datasets is accepted for sharing.
88	88
	126	+**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.
89	89
	128	+
90	90	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.
91	91
92	92	If a data collection is already uploaded elsewhere, we may link to the already existing repository.
...	...	@@ -95,11 +95,11 @@
95	95	==== **3. Submit metadata** ====
96	96
97	97
98		-[[image:https://lh5.googleusercontent.com/WS4T2LhF9znWWChn3Z550agLrrb-KTWdYVsJSv0lh4cGjKbjuN1WV68WER9xkYqi1UqN7KYZz7bImYz3_TpOuTuvma7T192QUiUZoyJVPk1fj5NSDSQh_kpIeBufAOdDtsDRpPKK_P5EDPqRCTAaOTNyCw=s2048||height="91px;" width="91px;"]]**Submit metadata using the **[[EBRAINS Wizard>>https://ebrains-metadata-wizard.apps.hbp.eu/]]** (opt. 1), or through direct interaction with the Knowledge Graph (opt. 2) **
	137	+(% style="margin-right:10px" %)[[image:https://lh5.googleusercontent.com/WS4T2LhF9znWWChn3Z550agLrrb-KTWdYVsJSv0lh4cGjKbjuN1WV68WER9xkYqi1UqN7KYZz7bImYz3_TpOuTuvma7T192QUiUZoyJVPk1fj5NSDSQh_kpIeBufAOdDtsDRpPKK_P5EDPqRCTAaOTNyCw=s2048||height="91px;" width="91px;"]](%%)**Submit metadata using the **[[EBRAINS Metadata Wizard>>https://ebrains-metadata-wizard.apps.hbp.eu/]]** (opt. 1), or directly via the Knowledge Graph (opt. 2) **
99	99
100		-//Opt. 1.// Manually submit the minimal required metadata via the [[EBRAINS Wizard>>https://ebrains-metadata-wizard.apps.hbp.eu/]]. The minimal required metadata covers extended bibliographic information necessary to publish your dataset on EBRAINS. The submitted information, including uploaded files, will be sent to the Curation team automatically
	139	+**Opt. 1.** Manually submit the minimal required metadata via the [[EBRAINS Metadata Wizard>>https://ebrains-metadata-wizard.apps.hbp.eu/]]. The minimal required metadata covers extended bibliographic information necessary to publish your dataset on EBRAINS. The submitted information, including uploaded files, will be sent to the Curation team automatically
101	101
102		-//Opt. 2.// To go beyond the minimal required metadata, you can directly interact with the Knowledge Graph (KG) in your private space. Within the private space, you can upload metadata and interact with them, moreover you can connect your metadata to existing publicly accessible entries. Access to your private space is granted upon the initiation of the curation process. You can access your private space via:
	141	+**Opt. 2.** To go beyond the minimal required metadata, you can directly interact with the Knowledge Graph (KG) in your private space. Within the private space, you can upload metadata and interact with them, moreover you can connect your metadata to existing publicly accessible entries. Access to your private space is granted upon the initiation of the curation process. You can access your private space via:
103	103
104	104	* Knowledge Graph Editor: This User Interface allows you to manually enter metadata into your KG space and validate metadata that are programmatically uploaded. The Editor contains a basic set of openMINDS metadata templates, but can be extended to the full openMINDS metadata model on request. Access is granted once the request is accepted.
105	105	* [[Fairgraph>>https://fairgraph.readthedocs.io/en/stable/]]: This is the recommended software tool for programmatic interaction with the KG. It allows you to programmatically upload openMINDS compliant metadata into your KG space and interact with existing metadata.
...	...	@@ -108,10 +108,12 @@
108	108	Datasets published through the EBRAINS Knowledge Graph have to be registered using **openMINDS compliant metadata** delivered as JSON-LD files. See this summary table for an overview of [[the minimally required openMINDS properties for publishing>>https://drive.ebrains.eu/lib/47995dbc-f576-4008-a76c-eefbfd818529/file/ebrains-minimum-required-metadata.xlsx]] on EBRAINS.
109	109
110	110
111		-==== **4. Write a Data Descriptor ** ====
	150	+==== **4. Write a Data Descriptor** ====
112	112
113		-[[image:https://lh4.googleusercontent.com/lMYEKOXzejbBydOdotWWteXQo7j363xRyntBGjcPZVEdtIU1CJYX7q1STpdr2JPZK4hpWWXk20UlkUOqDGL5kX6vnQVBSdrfUo6EGfXOwpuGq1Uygv0tTZJ0lRO6voJvg56QC2mufvjAcRXGfAKFOjtc6w=s2048||height="94px;" width="94px;"]]**Write a data descriptor by filling in **[[this template>>https://drive.ebrains.eu/f/a2e07c95b1a54090bbbc/?dl=1]]** . **
114	114
	153	+
	154	+(% style="margin-right:10px" %)[[image:https://lh4.googleusercontent.com/lMYEKOXzejbBydOdotWWteXQo7j363xRyntBGjcPZVEdtIU1CJYX7q1STpdr2JPZK4hpWWXk20UlkUOqDGL5kX6vnQVBSdrfUo6EGfXOwpuGq1Uygv0tTZJ0lRO6voJvg56QC2mufvjAcRXGfAKFOjtc6w=s2048||height="94px;" width="94px;"]](%%)**Write a data descriptor by filling in **[[this template>>https://drive.ebrains.eu/f/a2e07c95b1a54090bbbc/?dl=1]]**.**
	155	+
115	115	The Data Descriptor is a document helping others interpret and reuse (and prevent misuse) of your data, and is critical to achieve a basic level of FAIR. The document will be uploaded in the repository of the data, shared as a PDF.
116	116
117	117	See our infographic about the data descriptor for inspiration or guidance.
...	...	@@ -120,215 +120,221 @@
120	120
121	121	Journal publications sufficiently describing the shared data, such as made available through [[Nature Scientific Data>>http://www.nature.com/sdata/about]], [[Elsevier Data in Brief>>http://www.journals.elsevier.com/data-in-brief/]], [[BMC Data note>>https://bmcresnotes.biomedcentral.com/submission-guidelines/preparing-your-manuscript/data-note]] and more, can replace the EBRAINS Data Descriptor.
122	122
123		-==== [[[[image:image-20230324171109-1.png||height="150" width="106"]]>>https://drive.ebrains.eu/f/c1ccb78be52e4bdba7cf/]]//The EBRAINS Data descriptor at-a-glance// ====
124	124
	165	+(% class="box floatinginfobox" id="data-descriptor-infographic" %)
	166	+(((
	167	+(% style="text-align:center" %)
	168	+//Download our infographic
	169	+about the EBRAINS Data//
	170	+//Descriptor//
	171	+// //
	172	+[[[[image:image-20230324171109-1.png||height="150" width="106"]]>>https://drive.ebrains.eu/f/c1ccb78be52e4bdba7cf/]]
	173	+)))
125	125
126		-==== **5. Preview and publish ** ====
	175	+==== **5. Preview and publish** ====
127	127
128	128
129		-[[image:https://lh4.googleusercontent.com/XqT26Q4yWJK26cjtjhI4ToXoZZMxhT9LimG4Hk9mePxy0-KPKgpVIzcuiP5mOQowBgf2JjkrWUq2VbCmafWWZPJplEZALnFOlCZHLlQgzOx7fFwoBteyi_IlMLkPBS9vtOcdNIZ59HyLnQz4RsTQ0lUrSw=s2048||height="91px;" width="91px;"]]**Preview and approve the release of your dataset. **Once a Curator has assembled the dataset in the EBRAINS Knowledge Graph, combining the data, metadata and data descriptor, the data provider will receive a private URL for previewing the dataset prior to release. We need an official approval from the data custodian{{footnote}}The Data Custodian is responsible for the content and quality of the Data and metadata, and is the person to be contacted by EBRAINS CS in case of any misconduct related to the Data. It is the obligation of a Data Custodian to keep EBRAINS informed about changes in the contact information of the authors of the Datasets provided by them ([[EBRAINS Data Provision Protocol - version 1.1>>https://strapi-prod.sos-ch-dk-2.exo.io/EBRAINS_Data_Provision_Protocol_dfe0dcb104.pdf]]).{{/footnote}} to release the dataset. Once released, a [[DataCite DOI>>https://datacite.org/]] will be generated for the dataset. If the identical data collection has received a DOI elsewhere, we recommend re-using the already issued DOI.
	178	+(% style="margin-right:10px" %)[[image:https://lh4.googleusercontent.com/XqT26Q4yWJK26cjtjhI4ToXoZZMxhT9LimG4Hk9mePxy0-KPKgpVIzcuiP5mOQowBgf2JjkrWUq2VbCmafWWZPJplEZALnFOlCZHLlQgzOx7fFwoBteyi_IlMLkPBS9vtOcdNIZ59HyLnQz4RsTQ0lUrSw=s2048||height="91px;" width="91px;"]](%%)**Preview and approve the release of your dataset. **
130	130
	180	+Once a Curator has assembled the dataset in the EBRAINS Knowledge Graph, combining the data, metadata and data descriptor, the data provider will receive a private URL for previewing the dataset prior to release. We need an official approval from the data custodian{{footnote}}The Data Custodian is responsible for the content and quality of the Data and metadata, and is the person to be contacted by EBRAINS CS in case of any misconduct related to the Data. It is the obligation of a Data Custodian to keep EBRAINS informed about changes in the contact information of the authors of the Datasets provided by them ([[EBRAINS Data Provision Protocol - version 1.1>>https://strapi-prod.sos-ch-dk-2.exo.io/EBRAINS_Data_Provision_Protocol_dfe0dcb104.pdf]]).{{/footnote}} to release the dataset. Once released, a [[DataCite DOI>>https://datacite.org/]] will be generated for the dataset. If the identical data collection has received a DOI elsewhere, we recommend re-using the already issued DOI.
131	131
132		-----
133	133
134		-==== **Sharing human subject data ** ====
135	135
136		-(% class="box floatinginfobox" %)
137		-(((
138		-**Human subject data that can be shared on EBRAINS:**
139	139
140		-- Post-mortem data
141		-- Aggregated data
142		-- Strongly pseudonymized or de-identified subject data with a legal basis for sharing (e.g. Informed Consent)
	185	+----
143	143
144		-(% class="small" %)//If you have human data that does not classify as any of the above, please get in touch and we will clarify the available options. //
145		-)))
	187	+=== Step by Step - Models ===
146	146
147		-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]].
148	148
149		-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).
	190	+==== 1. Start early ====
150	150
151		-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.
	192	+It is not necessary to wait until you are ready to publish to register your model with EBRAINS.
152	152
153		-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.
	194	+By registering a model early in your project, you can take advantage of EBRAINS tools
	195	+to keep track of simulations and to share them with your collaborators.
154	154
155		-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.
	197	+==== 2. Create/choose a Collab workspace ====
156	156
	199	+We use EBRAINS Collaboratory "collab" workspaces to help manage the model curation process.
157	157
158		-----
	201	+In particular, we use collab membership (the "Team") to control who can view or edit your model metadata prior to publication.
159	159
160		-=== Step by Step - Models ===
	203	+It is up to you whether you create a new collab for each model, or reuse an existing collab
	204	+(it is no problem to have multiple models associated with a single collab).
161	161
	206	+Collabs are also useful for storing simulation results, adding documentation for your model,
	207	+and/or providing tutorials in Jupyter notebooks.
162	162
163		-~1. Request curation using the [[Curation request form>>https://nettskjema.no/a/277393#/]]. You will be contacted by a curator with more information.
	209	+==== 3. Upload code ====
164	164
	211	+We recommend storing model code and/or configuration files in an online Git repository, for example on GitHub.
	212	+This repository should be public when you publish the model, but a private repository can be used for model development.
165	165
166		-//Additional information will be added soon.//
	214	+Alternatively, you can upload code to the Collab Drive or Bucket storage.
167	167
168		-----
	216	+==== 4.Submit metadata ====
169	169
170		-=== Step by Step - Software ===
	218	+We recommend submitting metadata using the Model Catalog app, installed in your collab.
171	171
172		-[[[[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"]]
	220	+To install it:
173	173
174		-~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.
	222	+1. click the "+ Create" button
	223	+1. in the "Create Page" form, add a title, such as "Model Catalog", and select "Community App", then click "Create"
	224	+1. scroll down until you find the "Model Catalog" app, click "Select", then "Save & View"
175	175
176		-2. 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.
	226	+You will then see a table of all the models and validation tests associated with this collab.
	227	+If this is your first time using the app, the table will probably be empty.
	228	+To add your model, click "+", fill in the form, then click "Add model".
177	177
178		-3. 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.
	230	+As development of your model proceeds, you can easily register new versions of the code,
	231	+and new parameterizations, by clicking "Add new version".
179	179
180		-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]].
	233	+If you prefer not to use the app, you can instead fill in the [[Curation request form>>https://nettskjema.no/a/277393#/]].,
	234	+and you will be contacted by e-mail with further instructions.
181	181
182		-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 below.
	236	+==== 5. Provide a reference dataset ====
183	183
184		-(% style="text-align: right;" %)
185		-==== //Software curation at a glance //[[[[image:Thumb2.png||alt="EBRAINS-Share-Software.pdf" height="287" width="197"]]>>attach:EBRAINS-Share-Software-4.pdf]] ====
	238	+Once you're ready to publish your model entry in the EBRAINS Knowledge Graph,
	239	+we encourage you to provide a dataset containing the simulation results produced by your model,
	240	+following the process under "Step by step - Data" above.
186	186
187		-----
	242	+These reference data will be linked to the model, and will be helpful to anyone trying to
	243	+reuse your model.
188	188
189		-== **The openMINDS metadata framework** ==
	245	+We will soon introduce a "Reproducible" badge for all models that include a reference dataset,
	246	+and whose simulation results can be reproduced by an EBRAINS curator.
190	190
191		-openMINDS (open Metadata Initiative for Neuroscience Data Structures) is a community-driven, open-source metadata framework for graph database systems, such as the EBRAINS Knowledge Graph. It is composed of linked metadata models, libraries of serviceable metadata instances, and supportive tooling ([[openMINDS Python>>url:https://pypi.org/project/openMINDS/]], openMINDS Matlab). For exploring the openMINDS schemas, go to the [[HTML documentation>>url:https://humanbrainproject.github.io/openMINDS/]]. For a full overview of the framework, go to [[the openMINDS collab>>url:https://wiki.ebrains.eu/bin/view/Collabs/openminds/]] or the [[GitHub repository>>https://github.com/HumanBrainProject/openMINDS]].
	248	+==== 6. Request publication, preview and publish ====
192	192
193		-For feedback, requests, or contributions, please get in touch with the openMINDS development team via
	250	+Until you request your model entry to be published in the EBRAINS Knowledge Graph,
	251	+only members of the collab will be able to view the model entry, in the Model Catalog app
	252	+or using the Model Validation Python client.
194	194
195		-* the support-email: [[openminds@ebrains.eu>>path:mailto:openminds@ebrains.eu]]
196		-* the [[GitHub issue tracker>>url:https://github.com/HumanBrainProject/openMINDS/issues]]
197		-* the INCF NeuroStars [[openMINDS Community Forum>>url:https://neurostars.org/t/openminds-community-forum-virtual/20156]]
	254	+After publication, the model will appear in the [[EBRAINS public search results>>https://search.kg.ebrains.eu/?category=Model||rel="noopener noreferrer" target="_blank"]], and will receive a DOI.
198	198
199		-----
	256	+To request publication, [[contact EBRAINS support>>https://ebrains.eu/support||rel="noopener noreferrer" target="_blank"]], providing the collab name and the model name or ID.
200	200
201		-== **The curation team: meet the curators** ==
202	202
203		-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.
	259	+Curators will then perform a number of checks:
204	204
205		-The curators in EBRAINS are located in Oslo, Jülich, Trier and Paris.
206		-
	261	+1. Does the model description provide sufficient context to understand the purpose and use of the model?
	262	+1. Does the code repository contain a licence file, explaining the conditions for reusing the code?
	263	+1. Does the model have a clearly defined version identifier (e.g. v1.0)? For models in a Git repository, the version identifier should match the name of a tag or release.
207	207
208		-**Located in Norway:**
	265	+The curators will also take a snapshot of your model code.
209	209
210		-|(% style="width:303px" %)(((
211		-[[image:My project2.jpg||height="209" width="167"]]
	267	+* 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"]].
	268	+* 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.
212	212
213		-**Archana Golla**
	270	+Once this is done, you will be invited to review a preview of how the model entry will appear in the KG Search,
	271	+and will have the opportunity to request modifications prior to approval and publication.
214	214
215		-(% class="small" %)Curation Scientist
216		-Neuroscience (PhD)(%%)
217		-(% class="small" style="color:#4a5568" %)**Behavioral neuroscience and microscopy**
218		-)))|(% style="width:303px" %)(((
219		-[[image:Camilla.jpg||alt="My project.jpg" height="209" width="167"]]
	273	+----
220	220
221		-**Camilla H. Blixhavn**
	275	+=== Step by Step - Software ===
222	222
223		-(% class="small" %)Curation Scientist,
224		-Phd Student
225		-Neuroscience (M. Sc.)(%%)
226		-(% class="small" style="color:#4a5568" %)**Neuroanatomy and data integration**
227		-)))|(% style="width:303px" %)(((
228		-[[image:My project (1).jpg||height="209" width="167"]]
229	229
230		-**Ingrid Reiten**
	278	+(% class="box floatinginfobox" id="software-curation-infographic" %)
	279	+(((
	280	+(% style="text-align:center" %)
	281	+//Software curation at a glance//
	282	+// //
	283	+[[[[image:Thumb2.png||alt="EBRAINS-Share-Software.pdf" height="287" width="197"]]>>attach:EBRAINS-Share-Software-4.pdf]]
	284	+)))
231	231
232		-(% class="small" %)Curation Scientist,
233		-Phd Student
234		-Neuroscience (M. Sc.)(%%)
235		-(% class="small" style="color:#4a5568" %)**Neuroanatomy and structural connectivity**
236		-)))|(% style="width:303px" %)(((
237		-[[image:My project1.jpg||height="209" width="167"]]
	286	+(% 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"]]
238	238
239		-**Sophia Pieschnik**
	288	+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.
	289	+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.
	290	+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.
240	240
241		-(% class="small" %)Curation Scientist
242		-Neurocognitive Psychology (M. Sc.)(%%)
243		-(% class="small" style="color:#4a5568" %)**Neuroimaging **
244		-)))
	292	+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]].
245	245
246		-|(% style="width:303px" %)(((
247		-[[image:My project.jpg||height="209" width="167"]]
	294	+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.
248	248
249		-**Heidi Kleven**
250	250
251		-(% class="small" %)Curation Scientist,
252		-Phd Student
253		-Neuroscience (M. Sc.)(%%)
254		-(% class="small" style="color:#4a5568" %)**Neuroanatomy and brain atlases**
255		-)))| | |
	297	+----
256	256
257		-
258		-\\**Located in Germany:**
	299	+=== Sharing human subject data ===
259	259
260		-|(% style="width:303px" %)(((
261		-[[image:My project (2).jpg||height="209" width="167"]]
	301	+(% class="box floatinginfobox" %)
	302	+(((
	303	+**Human subject data that can be shared on EBRAINS:**
	304	+// //
	305	+// - Post-mortem data//
	306	+// - Aggregated data//
	307	+// - Strongly pseudonymized or de-identified subject data//
	308	+// with a legal basis for sharing (e.g. Informed Consent)//
	309	+// //
262	262
263		-**Jan Gündling**
	311	+(% class="small" %)
	312	+//If you have human data that does not qualify as any of the above,//
	313	+//please [[get in touch>>https://www.ebrains.eu/contact/]] and we will clarify the available options.//
	314	+)))
264	264
265		-(% class="small" %)Curation Scientist,
266		-Phd Student
267		-Sensors and Cognitive Psychology (M. Sc.)(%%)
268		-(% class="small" style="color:#4a5568" %)**Human-Computer Interaction**
269		-)))|(% style="width:303px" %)(((
270		-
271	271
	317	+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]].
272	272
	319	+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).
273	273
	321	+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.
274	274
	323	+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.
275	275
	325	+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.
276	276
	327	+----
277	277
	329	+== **The openMINDS metadata framework** ==
278	278
	331	+(% class="box floatinginfobox" %)
	332	+(((
	333	+[[[[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]]
	334	+)))
279	279
	336	+openMINDS (open Metadata Initiative for Neuroscience Data Structures) is a community-driven, open-source metadata framework for graph database systems, such as the EBRAINS Knowledge Graph. It is composed of linked metadata models, libraries of serviceable metadata instances, and supportive tooling ([[openMINDS Python>>url:https://pypi.org/project/openMINDS/]], openMINDS Matlab). For exploring the openMINDS schemas, go to the [[HTML documentation>>url:https://humanbrainproject.github.io/openMINDS/]]. For a full overview of the framework, go to [[the openMINDS collab>>url:https://wiki.ebrains.eu/bin/view/Collabs/openminds/]] or the [[GitHub repository>>https://github.com/HumanBrainProject/openMINDS]].
280	280
	338	+For feedback, requests, or contributions, please get in touch with the openMINDS development team via
281	281
282		-**Lyuba Zehl**
	340	+* the support-email: [[openminds@ebrains.eu>>path:mailto:openminds@ebrains.eu]]
	341	+* the [[GitHub issue tracker>>url:https://github.com/HumanBrainProject/openMINDS/issues]]
	342	+* the INCF NeuroStars [[openMINDS Community Forum>>url:https://neurostars.org/t/openminds-community-forum-virtual/20156]]
283	283
284		-(% class="small" %)Knowledge Systems Engineer
285		-Dr. rer. nat. (Systems Neuroscience)(%%)
286		-(% class="small" style="color:#4a5568" %)**Standard development, data & knowledge management, interdisciplinary communication, data analysis**
287		-)))|(% style="width:303px" %) |
288		-
289	289	----
290	290
291	291	== **Add practical value to your shared data, model or software** ==
292	292
293	293
294		-----
295		-
296	296	=== **Showcase shared data, models or software in other services** ===
297	297
298		-Below is a list of additional services that data, models or software shared via EBRAINS can benefit from. EBRAINS is continuously looking to increase the number of interoperable services.
	351	+Below is a list of additional services that data, models or software shared via EBRAINS can benefit from. EBRAINS is continuously looking to increase the number of interoperable services.
299	299
300		-**Viewer for 2D images **
301	301
302		-* 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]].
	354	+|(% colspan="2" %)**Viewer for 2D images**
	355	+|[[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]].
	356	+|(% colspan="2" %)**Viewer for sequential atlas-registered 2D images with annotation options**
	357	+|[[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]].
	358	+|(% colspan="2" %)**Interactive 3D atlas viewer with options for data visualization**
	359	+|[[image:3Datlas_screenshot.PNG]]|Upload your data to the //Siibra-explorer//: The siibra-explorer is used for visualizing volumetric brain data in all the brain atlases provided by EBRAINS (Human, Monkey, Rat and Mouse). The siibra-explorer viewer uses siibra-api to enable navigation of brain region hierarchies, maps in different coordinate spaces, and linked regional data features. Furthermore, it is connected with the siibra toolsuite providing several analytical workflows. To learn more about how to register your data to atlases, read about the [[Atlas services on ebrains.eu>>https://ebrains.eu/services/atlases#Integratedatatoanatlas]].
	360	+|(% colspan="2" %)**Use your research product in an interactive publication**
	361	+|[[image:LivePaper_screenshot.PNG]]|Add your data, models or software to a// Live paper. //Read more about [[Live papers on ebrains.eu>>https://www.ebrains.eu/data/live-papers/live-papers]].
303	303
304		-**Viewer for sequential atlas-registered 2D images with annotation options**
305		-
306		-* 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]].
307		-
308		-**Use your research product in an interactive publication **
309		-
310		-* Add your data, models or software to a// Live paper. //Read more about [[Live papers on ebrains.eu>>https://www.ebrains.eu/data/live-papers/live-papers]].
311		-
312		-**Interactive 3D atlas viewer with options for data visualization**
313		-
314		-* Upload your data to //the Siibra//-explorer: The siibra-explorer is used for visualizing volumetric brain data in all the brain atlases provided by EBRAINS (Human, Monkey, Rat and Mouse). The siibra-explorer viewer uses siibra-api to enable navigation of brain region hierarchies, maps in different coordinate spaces, and linked regional data features. Furthermore, it is connected with the siibra toolsuite providing several analytical workflows. To learn more about how to register your data to atlases, read about the [[Atlas services on ebrains.eu>>https://ebrains.eu/services/atlases#Integratedatatoanatlas]].
315		-
316	316	----
317	317
318	318	==== **Add a tutorial or learning resource ** ====
319	319
320	320	(% class="wikigeneratedid" id="H-LearningresourceA05Binformation5D" %)
321		-(% style="color:#000000" %)//More information will follow//
	368	+(% style="--darkreader-inline-color:#ffffff; color:#000000" %)//More information will follow//
322	322
323	323
324	324	==== **Create a workflow** ====
325	325
326	326	(% class="wikigeneratedid" id="H-Workflows5Binformation5D" %)
327		-(% style="color:#000000" %)//More information will follow//
	374	+(% style="--darkreader-inline-color:#ffffff; color:#000000" %)//More information will follow//
328	328
329	329	----
330	330
331		-=== **The benefits of sharing data ** ===
	378	+== **General benefits of sharing data ** ==
332	332
333	333	By sharing your data via EBRAINS, you gain access to the following benefits:
334	334
...	...	@@ -340,59 +340,133 @@
340	340
341	341	----
342	342
343		-=== **Frequently asked questions ** ===
	390	+== **Frequently asked questions ** ==
344	344
345		-(((
346		-==== ====
	392	+>Is the curation process time consuming and difficult?
347	347
348		-(((
349		->The curation process is time consuming and difficult
350		-)))
351		-)))
	394	+No, if communication is on a regular basis, we are able to finish curation within two weeks. Publishing your data naturally takes some effort but we will support you as much as possible.
352	352
353		-(% class="wikigeneratedid" id="HHowcanIshareA0models3F" %)
354		-Publishing your data naturally takes some time and effort but we will support you as much as possible. If communication is on a regular basis, we are able to finish basic curation - from the initial contact to dataset release - within two weeks.
	396	+>Is sharing my data also beneficial for me or only for others?
355	355
356		->Sharing my data is not beneficial for me - only for others
	398	+When you publish your data via EBRAINS, we provide comprehensive data management support and safe long term storage - all free of charge. Additionally, your data can be cited, just like a scientific journal article. Sharing your data may even lead to new funding opportunities. Many funders specifically support projects that are part of the “Open Science” initiative.
357	357
	400	+>Can my data be too insignificant to share?
358	358
359		-When you publish your data via EBRAINS, we provide comprehensive data management support and safe long term storage - all free of charge. Additionally, your data can be cited, just like a scientific journal article. Sharing your data may even lead to new funding opportunities. Many funders specifically support projects that are part of the “Open Science” initiative.
	402	+No, there is no such thing as insignificant data. Data that is considered insignificant for a given topic, may have great significance for another. By making “insignificant” data publicly available, other researchers may find something interesting that was off-topic for your own purposes.
360	360
361		->My data is too insignificant to share
	404	+>Can my data be easily misused if I share it?
362	362
	406	+No, your data will be covered by a Creative Commons license of your choice. There are a variety of licenses available, enabling you to prevent use for specific purposes, e.g. commercial use.
363	363
364		-There is no such thing as insignificant data. Data that is considered insignificant for a given topic, may have great significance for another. By making “insignificant” data publicly available, other researchers may find something interesting that was off-topic for your own purposes.
	408	+>Can I share my data before my paper is published?
365	365
366		->My data can easily be misused if I share it with the world
	410	+Yes, if you do not want to share your data before publishing the results in an article, you can publish your dataset with an embargo status. This will make it possible to find information about the data without making the data itself available, and give you a citeable DOI.
367	367
	412	+>Can I lose my competitive edge if I share my data before I publish the associated paper?
368	368
369		-Your data will be covered by a Creative Commons license of your choice. There are a variety of licenses available, enabling you to prevent use for specific purposes, e.g. commercial use.
	414	+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.
370	370
371		->I don't think I'm allowed to share my data
372	372
	417	+----
373	373
374		-Many institutions are still very careful about what can be shared and how, but the situation is constantly evolving. As a researcher providing data, you will be asked to fill out an ethics compliance survey which survey to ensure that data published through the EBRAINS platform has been collected according to EU regulations. We are working on solutions for sharing anonymised human data that complies with GDPR standards to protect the identity of research subjects.
	419	+== (% style="color:#1a202c; font-family:inherit; font-size:29px" %)**The curation team: meet the curators**(%%) ==
375	375
376		->I can't share my data before my paper is published
	421	+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.
377	377
	423	+The curators in EBRAINS are located in Oslo, Jülich, Trier and Paris.
	424	+
378	378
379		-If you do not want to share your data before publishing the results in an article, you can publish your dataset with an embargo status. This will make it possible to find information about the data without making the data itself available, and give you a citeable DOI.
	426	+**Located in Norway**
380	380
381		->If I share my data before I publish the associated paper, I will lose my competitive edge
	428	+|(% style="width:303px" %)(((
	429	+[[image:My project2.jpg||height="209" width="167"]]
382	382
	431	+**Archana Golla**
383	383
384		-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.
	433	+(% class="small" %)Curation Scientist
	434	+Neuroscience (PhD)(%%)
	435	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Behavioral neuroscience and microscopy**
	436	+)))|(% style="width:303px" %)(((
	437	+[[image:Camilla.jpg||alt="My project.jpg" height="209" width="167"]]
385	385
	439	+**Camilla H. Blixhavn**
386	386
	441	+(% class="small" %)Curation Scientist,
	442	+Phd Student
	443	+Neuroscience (M. Sc.)(%%)
	444	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Neuroanatomy and data integration**
	445	+)))|(% style="width:303px" %)(((
	446	+[[image:My project (1).jpg||height="209" width="167"]]
	447	+
	448	+**Ingrid Reiten**
	449	+
	450	+(% class="small" %)Curation Scientist,
	451	+Phd Student
	452	+Neuroscience (M. Sc.)(%%)
	453	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Neuroanatomy and structural connectivity**
	454	+)))|(% style="width:303px" %)(((
	455	+[[image:My project1.jpg||height="209" width="167"]]
	456	+
	457	+**Sophia Pieschnik**
	458	+
	459	+(% class="small" %)Curation Scientist
	460	+Neurocognitive Psychology (M. Sc.)(%%)
	461	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Neuroimaging **
	462	+)))
	463	+
	464	+|(% style="width:303px" %)(((
	465	+[[image:My project.jpg||height="209" width="167"]]
	466	+
	467	+**Heidi Kleven**
	468	+
	469	+(% class="small" %)Curation Scientist,
	470	+Phd Student
	471	+Neuroscience (M. Sc.)(%%)
	472	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Neuroanatomy and brain atlases**
	473	+)))| | |
	474	+
	475	+
	476	+\\**Located in Germany**
	477	+
	478	+|(% style="width:303px" %)(((
	479	+[[image:My project (2).jpg||height="209" width="167"]]
	480	+
	481	+**Jan Gündling**
	482	+
	483	+(% class="small" %)Curation Scientist,
	484	+Phd Student
	485	+Sensors and Cognitive Psychology (M. Sc.)(%%)
	486	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Human-Computer Interaction**
	487	+)))|(% style="width:303px" %)(((
	488	+[[image:Lyuba.jpg||height="209" width="167"]]
	489	+
	490	+**Lyuba Zehl**
	491	+
	492	+(% class="small" %)Knowledge Systems Engineer
	493	+Dr. rer. nat. (Systems Neuroscience)(%%)
	494	+(% class="small" style="--darkreader-inline-color:#d3cbbf; color:#4a5568" %)**Standard development, data & knowledge management, interdisciplinary communication, data analysis**
	495	+)))|(% style="width:303px" %) |(% style="width:303px" %)
	496	+
387	387	----
388	388
	499	+
	500	+
	501	+----
	502	+
389	389	== Contact ==
390	390
391	391	[[curation-support@ebrains.eu>>mailto:curation-support@ebrains.eu]]
392	392
	507	+----
393	393
	509	+== Affiliated laboratories ==
	510	+
	511	+//Institute of Basic Medical Sciences,** **University of Oslo, Norway (PI: Jan G. Bjaalie, Trygve B. Leergaard)//
	512	+
	513	+//Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Germany (PI: Timo Dicksheid)//
	514	+
	515	+----
	516	+
	517	+== References ==
	518	+
394	394	{{putFootnotes/}}
395		-~)~)~)~)~)~)
396		-~)~)~)
397		-~)~)~)~)~)~)~)~)~)
398		-~)~)~)~)~)~)

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