[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/Head" }, { "@graph" : [ { "@id" : "http://eurovoc.europa.eu/2919", "@type" : [ "http://schema.org/DefinedTerm" ], "http://schema.org/description" : [ { "@value" : "" } ], "http://schema.org/name" : [ { "@value" : "Environmental research" } ] }, { "@id" : "http://eurovoc.europa.eu/6384", "@type" : [ "http://schema.org/DefinedTerm" ], "http://schema.org/description" : [ { "@value" : "" } ], "http://schema.org/name" : [ { "@value" : "Climatology" } ] }, { "@id" : "https://doi.org/10.1038/s41467-021-25257-4", "@type" : [ "http://purl.org/dc/terms/BibliographicResource", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://doi.org/10.1038/s41467-021-25257-4" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:18.897063+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:38.332789+00:00" } ], "http://schema.org/description" : [ { "@value" : "Related publication of the modelling presented in the Jupyter notebook" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Seasonal Arctic sea ice forecasting with probabilistic deep learning" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:18.897063+00:00" } ] }, { "@id" : "https://doi.org/10.5281/zenodo.5516869", "@type" : [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://doi.org/10.5281/zenodo.5516869" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:16.031702+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:38.826519+00:00" } ], "http://schema.org/description" : [ { "@value" : "Contains input Dataset for IceNet's demo notebook used in the Jupyter notebook of Sea ice forecasting using IceNet" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Input Dataset for IceNet's demo notebook" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:16.031702+00:00" } ] }, { "@id" : "https://doi.org/10.5281/zenodo.6410246", "@type" : [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://doi.org/10.5281/zenodo.6410246" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:17.386248+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:42.749238+00:00" } ], "http://schema.org/description" : [ { "@value" : "Contains outputs, (table and figures), generated in the Jupyter notebook of Sea ice forecasting using IceNet" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Outputs" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:17.386248+00:00" } ] }, { "@id" : "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c", "@type" : [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:14.669821+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:34.845455+00:00" } ], "http://schema.org/description" : [ { "@value" : "Contains input Forecasts, neural networks, and results from the paper: 'Seasonal Arctic sea ice forecasting with probabilistic deep learning' used in the Jupyter notebook of Sea ice forecasting using IceNet" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Input Forecasts, neural networks, and results from the paper: 'Seasonal Arctic sea ice forecasting with probabilistic deep learning'" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:14.669821+00:00" } ] }, { "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.binder/environment.yml", "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.binder/environment.yml" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:36.253117+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:43.245956+00:00" } ], "http://schema.org/description" : [ { "@value" : "Conda environment when user want to have the same libraries installed without concerns of package versions" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Conda environment" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:36.253117+00:00" } ] }, { "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-linux-64.lock", "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-linux-64.lock" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:32.938456+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:37.843607+00:00" } ], "http://schema.org/description" : [ { "@value" : "Lock conda file for linux-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Lock conda file for linux-64" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:32.938456+00:00" } ] }, { "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-osx-64.lock", "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-osx-64.lock" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:34.714518+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:14:01.737699+00:00" } ], "http://schema.org/description" : [ { "@value" : "Lock conda file for osx-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Lock conda file for osx-64" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:34.714518+00:00" } ] }, { "@id" : "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb", "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "http://w3id.org/ro/earth-scienceJupyterNotebook" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:13.405158+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2023-05-16 17:51:55.438581+00:00" } ], "http://schema.org/description" : [ { "@value" : "Jupyter Notebook hosted by the Environmental Data Science Book" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Jupyter notebook" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:13.405158+00:00" } ] }, { "@id" : "https://the-environmental-ds-book.netlify.app/gallery/modelling/polar-modelling-icenet/polar-modelling-icenet.html", "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "http://schema.org/publication" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://the-environmental-ds-book.netlify.app/gallery/modelling/polar-modelling-icenet/polar-modelling-icenet.html" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:31.388108+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:13:43.461594+00:00" } ], "http://schema.org/description" : [ { "@value" : "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book" } ], "http://schema.org/encodingFormat" : [ { "@value" : "text/html" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Online rendered version of the Jupyter notebook" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:31.388108+00:00" } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/", "@type" : [ "http://purl.org/wf4ever/ro#ResearchObject", "http://purl.org/wf4ever/roevo#ForkedRO", "http://purl.org/wf4ever/roevo#LiveRO", "http://schema.org/Dataset", "http://w3id.org/ro/earth-scienceExecutableResearchObject", "https://w3id.org/ro/terms/earth-science#ExecutableResearchObject" ], "http://purl.org/wf4ever/roevo#forkedAtTime" : [ { "@value" : "2022-12-04 16:14:04.466265+00:00" } ], "http://purl.org/wf4ever/roevo#forkedBy" : [ { "@id" : "mailto:annefou@geo.uio.no" } ], "http://schema.org/about" : [ { "@id" : "http://eurovoc.europa.eu/2919" }, { "@id" : "http://eurovoc.europa.eu/6384" } ], "http://schema.org/author" : [ { "@id" : "mailto:https://github.com/acocac" } ], "http://schema.org/contentSize" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#integer", "@value" : "0" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://api.rohub.org/api/ros/911b0247-5b28-4993-894e-aff28828e643/crate/download/" } ], "http://schema.org/contributor" : [ { "@id" : "mailto:https://github.com/nbarlowATI" }, { "@id" : "mailto:https://github.com/tom-andersson" } ], "http://schema.org/copyrightHolder" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:37:45.977506+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2025-10-18 10:52:01.433931+00:00" } ], "http://schema.org/datePublished" : [ { "@value" : "2022-04-03 22:37:45.977506+00:00" } ], "http://schema.org/description" : [ { "@value" : "The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book. Modelling approach IceNet is a probabilistic, deep learning sea ice forecasting system. The model, an ensemble of U-Net networks, learns how sea ice changes from climate simulations and observational data to forecast up to 6 months of monthly-averaged sea ice concentration maps at 25 km resolution. IceNet advances the range of accurate sea ice forecasts, outperforming a state-of-the-art dynamical model in seasonal forecasts of summer sea ice, particularly for extreme sea ice events. IceNet was implemented in Python 3.7 using TensorFlow v2.2.0. Further details can be found in the Nature Communications paper Seasonal Arctic sea ice forecasting with probabilistic deep learning." } ], "http://schema.org/encodingFormat" : [ { "@value" : "application/ld+json" } ], "http://schema.org/hasPart" : [ { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/02cfe87e-7938-4175-846b-6d25cf279491" }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/33c5a8fa-0afc-4756-afa3-cb397f7ace6f" }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/679953cb-c92a-495a-90ec-2e11b565391c" }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/98d31b45-14f3-4df7-9cdc-62ad9e7de93e" } ], "http://schema.org/identifier" : [ { "@value" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643" } ], "http://schema.org/keywords" : [ { "@value" : "Environmental Science" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/mainEntity" : [ { "@value" : "Jupyter Notebook" } ], "http://schema.org/name" : [ { "@value" : "Sea ice forecasting using IceNet (Jupyter Notebook) forked from RO" }, { "@value" : "Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book - fork" } ], "http://schema.org/publisher" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://w3id.org/ro-id/rohub/model#community" : [ { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/379a4687-de50-44c7-b7bd-37125ebd4ff7" } ], "http://w3id.org/ro-id/rohub/model#creation_mode" : [ { "@value" : "MANUAL" } ], "http://w3id.org/ro-id/rohub/model#enrichmentSubject" : [ { "@id" : "https://w3id.org/ro-id/enrichment/03f540d5-c263-4d6c-b104-57d777884e5a" }, { "@id" : "https://w3id.org/ro-id/enrichment/05d01d1c-5bb7-483a-9c7d-88c649d4420a" }, { "@id" : "https://w3id.org/ro-id/enrichment/1904a8a6-2275-4658-8aa9-d0880b8a0b42" }, { "@id" : "https://w3id.org/ro-id/enrichment/26b12cd5-7653-4ad0-b638-1fee8dee0e3c" }, { "@id" : "https://w3id.org/ro-id/enrichment/32aa481e-0e7e-4c23-8881-d4e69e0d4922" }, { "@id" : "https://w3id.org/ro-id/enrichment/3a77b53e-30f7-4cb2-b27f-807768a60a35" }, { "@id" : "https://w3id.org/ro-id/enrichment/3e4bcc05-83ee-49fe-99a6-2359ef747a78" }, { "@id" : "https://w3id.org/ro-id/enrichment/40edcffd-5bba-4b27-ac51-4fa3dd7346eb" }, { "@id" : "https://w3id.org/ro-id/enrichment/42f730bc-2fff-49c2-8f56-7d0a26dbe8dc" }, { "@id" : "https://w3id.org/ro-id/enrichment/44667ad8-2b10-48d0-a74f-d7bf8c000a09" }, { "@id" : "https://w3id.org/ro-id/enrichment/49e6ebe7-8cc2-4344-a121-84497dc360eb" }, { "@id" : "https://w3id.org/ro-id/enrichment/53f2790b-8c31-4356-81ec-92f909c638fd" }, { "@id" : "https://w3id.org/ro-id/enrichment/550e836b-8c1f-45f6-8210-670b58ed3ce6" }, { "@id" : "https://w3id.org/ro-id/enrichment/61ac954b-cf90-48ba-8c97-809c2626c380" }, { "@id" : "https://w3id.org/ro-id/enrichment/66f4ba12-75be-4548-9770-557b1c8b01a6" }, { "@id" : "https://w3id.org/ro-id/enrichment/75a72d73-8d6d-4b63-8024-a5237e2ec05c" }, { "@id" : "https://w3id.org/ro-id/enrichment/79f069b4-a4b2-4f83-9f5b-88ba58018cb2" }, { "@id" : "https://w3id.org/ro-id/enrichment/7e06ba0a-60b7-46cf-90fd-1f6eca81b8cc" }, { "@id" : "https://w3id.org/ro-id/enrichment/8655419b-115e-48e6-a36e-62507d8953b4" }, { "@id" : "https://w3id.org/ro-id/enrichment/96147352-ed55-4266-92f7-5532c9ca7916" }, { "@id" : "https://w3id.org/ro-id/enrichment/982b5424-facf-43e4-a0e6-edd17135f153" }, { "@id" : "https://w3id.org/ro-id/enrichment/a0495018-e99e-4985-81a8-b1eee36778a5" }, { "@id" : "https://w3id.org/ro-id/enrichment/a1818563-467d-4f86-973c-0ad8c287b440" }, { "@id" : "https://w3id.org/ro-id/enrichment/aed5775a-dbdc-4260-9e79-85adce947fd3" }, { "@id" : "https://w3id.org/ro-id/enrichment/b06cbeb6-2247-4f7a-9900-c24ed024977b" }, { "@id" : "https://w3id.org/ro-id/enrichment/bcdfa2e8-a9a5-4302-95f4-51af5077f83f" }, { "@id" : "https://w3id.org/ro-id/enrichment/bd2d79a3-fbd0-4bdf-a470-f2c0542e882a" }, { "@id" : "https://w3id.org/ro-id/enrichment/c8cde035-b7ce-460d-9746-e3259754e520" }, { "@id" : "https://w3id.org/ro-id/enrichment/d0d1733f-cd36-4746-8b5b-23bc273c8c04" }, { "@id" : "https://w3id.org/ro-id/enrichment/d8007e22-3841-4d4a-8158-9d0939b007c4" }, { "@id" : "https://w3id.org/ro-id/enrichment/e64ff4df-6087-4dbf-a9d9-7df8d1e3fb6c" }, { "@id" : "https://w3id.org/ro-id/enrichment/f1891d2c-2a1e-44a7-a70e-67180eefa840" } ], "http://www.w3.org/ns/prov#wasDerivedFrom" : [ { "@id" : "https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef" } ], "https://www.w3.org/ns/iana/link-relations/relation#cite-as" : [ { "@value" : "Alejandro Coca-Castro, Tom Andersson, and Nick Barlow. \"Sea ice forecasting using IceNet (Jupyter Notebook) forked from RO.\" ROHub. Apr 03 ,2022. https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643." } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/379a4687-de50-44c7-b7bd-37125ebd4ff7", "@type" : [ "http://w3id.org/ro-id/rohub/model#community" ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/02cfe87e-7938-4175-846b-6d25cf279491", "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ], "http://schema.org/hasPart" : [ { "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.binder/environment.yml" }, { "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-linux-64.lock" }, { "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-osx-64.lock" }, { "@id" : "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb" }, { "@id" : "https://the-environmental-ds-book.netlify.app/gallery/modelling/polar-modelling-icenet/polar-modelling-icenet.html" } ], "http://schema.org/name" : [ { "@value" : "tool" } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/33c5a8fa-0afc-4756-afa3-cb397f7ace6f", "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ], "http://schema.org/hasPart" : [ { "@id" : "https://doi.org/10.5281/zenodo.6410246" }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/resources/be2e0926-3d49-4ea7-acad-789ed3c259c7" } ], "http://schema.org/name" : [ { "@value" : "output" } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/679953cb-c92a-495a-90ec-2e11b565391c", "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ], "http://schema.org/hasPart" : [ { "@id" : "https://doi.org/10.5281/zenodo.5516869" }, { "@id" : "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c" } ], "http://schema.org/name" : [ { "@value" : "input" } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/folders/98d31b45-14f3-4df7-9cdc-62ad9e7de93e", "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ], "http://schema.org/hasPart" : [ { "@id" : "https://doi.org/10.1038/s41467-021-25257-4" } ], "http://schema.org/name" : [ { "@value" : "biblio" } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/resources/b3175a09-9a41-4377-89eb-8c70752b93fb", "@type" : [ "http://purl.org/wf4ever/wf4ever#File" ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/resources/be2e0926-3d49-4ea7-acad-789ed3c259c7", "@type" : [ "http://purl.org/wf4ever/roterms#Sketch", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ], "http://schema.org/author" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentSize" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#integer", "@value" : "344731" } ], "http://schema.org/contentUrl" : [ { "@value" : "https://api.rohub.org/api/resources/be2e0926-3d49-4ea7-acad-789ed3c259c7/download/" } ], "http://schema.org/creator" : [ { "@id" : "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated" : [ { "@value" : "2022-04-03 22:38:08.092594+00:00" } ], "http://schema.org/dateModified" : [ { "@value" : "2022-12-04 16:14:03.263765+00:00" } ], "http://schema.org/encodingFormat" : [ { "@value" : "image/png" } ], "http://schema.org/license" : [ { "@id" : "https://choosealicense.com/no-permission/" } ], "http://schema.org/name" : [ { "@value" : "Image showing interactive plot of IceNet seasonal forecasts of Artic sea ice according to four lead times and months in 2020" } ], "http://schema.org/sdDatePublished" : [ { "@value" : "2022-04-03 22:38:08.092594+00:00" } ] }, { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/ro-crate-metadata.json", "@type" : [ "http://schema.org/CreativeWork" ], "http://purl.org/dc/terms/conformsTo" : [ { "@id" : "https://w3id.org/ro/crate/1.1" } ], "http://schema.org/about" : [ { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/" } ] }, { "@id" : "https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef", "@type" : [ "http://purl.org/wf4ever/ro#ResearchObject" ] }, { "@id" : "https://w3id.org/ro-id/enrichment/03f540d5-c263-4d6c-b104-57d777884e5a", "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "http://schema.org/name" : [ { "@value" : "forecasting system" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "22.31139646869984" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "13.9" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/05d01d1c-5bb7-483a-9c7d-88c649d4420a", "@type" : [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "http://schema.org/name" : [ { "@value" : "IceNet advances the range of accurate sea ice forecasts, outperforming a state-of-the-art dynamical model in seasonal forecasts of summer sea ice, particularly for extreme sea ice events." } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "23.96486825595985" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "19.1" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/1904a8a6-2275-4658-8aa9-d0880b8a0b42", "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "http://schema.org/name" : [ { "@value" : "Weather forecast" } ], "https://w3id.org/ro/terms/earth-science#path" : [ { "@value" : "Weather/Weather forecast" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/26b12cd5-7653-4ad0-b638-1fee8dee0e3c", "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ], "http://schema.org/name" : [ { "@value" : "sea ice" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "37.36263736263736" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "23.8" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/32aa481e-0e7e-4c23-8881-d4e69e0d4922", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "climate simulation" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "6.72782874617737" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "4.4" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/3a77b53e-30f7-4cb2-b27f-807768a60a35", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "ice" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "9.633027522935778" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "6.3" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/3e4bcc05-83ee-49fe-99a6-2359ef747a78", "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ], "http://schema.org/name" : [ { "@value" : "ice" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "13.343799058084771" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "8.5" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/40edcffd-5bba-4b27-ac51-4fa3dd7346eb", "@type" : [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "http://schema.org/name" : [ { "@value" : "Modelling approach IceNet is a probabilistic, deep learning sea ice forecasting system." } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "25.219573400250944" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "20.1" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/42f730bc-2fff-49c2-8f56-7d0a26dbe8dc", "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "http://schema.org/name" : [ { "@value" : "sea ice forecasting" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "33.547351524879616" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "20.9" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/44667ad8-2b10-48d0-a74f-d7bf8c000a09", "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ], "http://schema.org/name" : [ { "@value" : "notebook" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "5.023547880690738" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "3.2" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/49e6ebe7-8cc2-4344-a121-84497dc360eb", "@type" : [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ], "http://schema.org/name" : [ { "@value" : "physical geography and environmental geoscience" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "100.0" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "0.997422456741333" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/53f2790b-8c31-4356-81ec-92f909c638fd", "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "http://schema.org/name" : [ { "@value" : "Weather" } ], "https://w3id.org/ro/terms/earth-science#path" : [ { "@value" : "Weather" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/550e836b-8c1f-45f6-8210-670b58ed3ce6", "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "http://schema.org/name" : [ { "@value" : "concentration map" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "17.656500802568218" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "11.0" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/61ac954b-cf90-48ba-8c97-809c2626c380", "@type" : [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ], "http://schema.org/name" : [ { "@value" : "earth sciences" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "100.0" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "0.997422456741333" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/66f4ba12-75be-4548-9770-557b1c8b01a6", "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "http://schema.org/name" : [ { "@value" : "Language" } ], "https://w3id.org/ro/terms/earth-science#path" : [ { "@value" : "Arts, culture and entertainment/Culture/Language" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/75a72d73-8d6d-4b63-8024-a5237e2ec05c", "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "http://schema.org/name" : [ { "@value" : "Book industry" } ], "https://w3id.org/ro/terms/earth-science#path" : [ { "@value" : "Economy, business and finance/Economic sector/Media/Book industry" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/79f069b4-a4b2-4f83-9f5b-88ba58018cb2", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "sea ice" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "31.651376146788987" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "20.7" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/7e06ba0a-60b7-46cf-90fd-1f6eca81b8cc", "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ], "http://schema.org/name" : [ { "@value" : "research" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "5.180533751962323" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "3.3" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/8655419b-115e-48e6-a36e-62507d8953b4", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "forecast" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "5.963302752293577" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "3.9" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/96147352-ed55-4266-92f7-5532c9ca7916", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "IceNet" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "18.19571865443425" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "11.9" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/982b5424-facf-43e4-a0e6-edd17135f153", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "forecasting" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "20.183486238532108" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "13.2" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/a0495018-e99e-4985-81a8-b1eee36778a5", "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ], "http://schema.org/name" : [ { "@value" : "climate simulation" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "8.006279434850862" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "5.1" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/a1818563-467d-4f86-973c-0ad8c287b440", "@type" : [ "https://w3id.org/contentdesc#Domain" ], "http://schema.org/name" : [ { "@value" : "meteorology" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "100.0" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "1.1" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/aed5775a-dbdc-4260-9e79-85adce947fd3", "@type" : [ "https://w3id.org/ro/terms/earth-science#NASA" ], "http://schema.org/name" : [ { "@value" : "geophysics" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "100.0" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "0.3862774670124054" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/b06cbeb6-2247-4f7a-9900-c24ed024977b", "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "http://schema.org/name" : [ { "@value" : "IceNet notebook" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "14.125200642054578" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "8.8" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/bcdfa2e8-a9a5-4302-95f4-51af5077f83f", "@type" : [ "https://w3id.org/ro/terms/earth-science#TimeReference" ], "http://schema.org/name" : [ { "@value" : "6 months" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/bd2d79a3-fbd0-4bdf-a470-f2c0542e882a", "@type" : [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "http://schema.org/name" : [ { "@value" : "Sea ice forecasting using IceNet (Jupyter Notebook) forked from RO. The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book." } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "50.815558343789206" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "40.5" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/c8cde035-b7ce-460d-9746-e3259754e520", "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "http://schema.org/name" : [ { "@value" : "the sea" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "7.64525993883792" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "5.0" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/d0d1733f-cd36-4746-8b5b-23bc273c8c04", "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "http://schema.org/name" : [ { "@value" : "modelling approach IceNet" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "12.359550561797754" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "7.7" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/d8007e22-3841-4d4a-8158-9d0939b007c4", "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "http://schema.org/name" : [ { "@value" : "Philosophy" } ], "https://w3id.org/ro/terms/earth-science#path" : [ { "@value" : "Science and technology/Social sciences/Philosophy" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/e64ff4df-6087-4dbf-a9d9-7df8d1e3fb6c", "@type" : [ "https://w3id.org/ro/terms/earth-science#NASA" ], "http://schema.org/name" : [ { "@value" : "geosciences" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "100.0" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "0.3862774670124054" } ] }, { "@id" : "https://w3id.org/ro-id/enrichment/f1891d2c-2a1e-44a7-a70e-67180eefa840", "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ], "http://schema.org/name" : [ { "@value" : "forecast" } ], "https://w3id.org/ro/terms/earth-science#normScore" : [ { "@value" : "31.08320251177394" } ], "https://w3id.org/ro/terms/earth-science#score" : [ { "@value" : "19.8" } ] }, { "@id" : "mailto:annefou@geo.uio.no", "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/name" : [ { "@value" : "Anne Fouilloux" } ] }, { "@id" : "mailto:environmental.ds.book@gmail.com", "@type" : [ "http://schema.org/Person", "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/email" : [ { "@value" : "environmental.ds.book@gmail.com" } ], "http://schema.org/name" : [ { "@value" : "Environmental Data Science Book Community" } ] }, { "@id" : "mailto:https://github.com/acocac", "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/affiliation" : [ { "@value" : "The Alan Turing Institute" } ], "http://schema.org/name" : [ { "@value" : "Alejandro Coca-Castro" } ] }, { "@id" : "mailto:https://github.com/nbarlowATI", "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/affiliation" : [ { "@value" : "The Alan Turing Institute" } ], "http://schema.org/name" : [ { "@value" : "Nick Barlow" } ] }, { "@id" : "mailto:https://github.com/tom-andersson", "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/affiliation" : [ { "@value" : "he British Antarctic Survey" } ], "http://schema.org/name" : [ { "@value" : "Tom Andersson" } ] }, { "@id" : "mailto:rpalma@man.poznan.pl", "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/name" : [ { "@value" : "Raul Palma" } ] }, { "@id" : "mailto:service-account-enrichment", "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ], "http://schema.org/name" : [ { "@value" : "service-account-enrichment" } ] } ], "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/assertion", "http://www.w3.org/ns/prov#wasDerivedFrom" : [ { "@id" : "https://api.rohub.org/api/ros/911b0247-5b28-4993-894e-aff28828e643/crate/download/ro-crate-metadata.json" } ] } ], "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc", "@type" : [ "http://purl.org/nanopub/x/RoCrateNanopub" ], "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2025-11-11T16:23:25.877+01:00" } ], "http://purl.org/nanopub/x/introduces" : [ { "@id" : "https://w3id.org/ro-id/911b0247-5b28-4993-894e-aff28828e643/" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Sea ice forecasting using IceNet (Jupyter Notebook) forked from RO" } ] }, { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/sig", "http://purl.org/nanopub/x/hasAlgorithm" : [ { "@value" : "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey" : [ { "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature" : [ { "@value" : "LBj94VnBtCIAtSHJPKgosrkGSVQ9c2uuW8tErJM3cttv4neH6zHfGKjjIhcTDdtUqMV2iMm1TCSJNVvkUoGDMP5Kff6Oo8gbQRmSVVAAVSEXpyLvd3YvFlWsWEA0/DvTSOc2OzW733Nyd84GJEqjrzzdfGFdKdZLCG0J34IujuDMNoxC/vvy69/YLCd07FSEC1ygum4xXM01U3B7MpfJPjZPRgiNnmxCiLBArRo2lV6fKX+qme3+q+KspFVFrhPIiMldIBLv1/VetygfZroDOBQ8JosOK/Bgk2ouNVM+CKDMfLU1k1ifS5KTyZ/6piu6pAnFrFn1VmHZw3/ZkMWVQQ==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://w3id.org/kpxl/gen/terms/RoCrateBot" } ] } ], "@id" : "https://w3id.org/np/RAFUx12rTp1Ry05-q4f0aW04XenCwlP5cbnyHvwRtv7dc/pubinfo" } ]