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Researchers spend the majority of their time twofold - producing output and then looking for the output of others to, in turn, help them produce more output. For both of these activities, computers assist us. Unfortunately, the latter activity is a challenge because we often provide information in a way that is hard for the computer to understand; computers like structured information to provide meaningful knowledge. Therefore, the more structured our research output, the better computers can help us with our research.

\r\n
\r\n

LEIbits is a lean approach to self-reporting research findings in a structured way so that you can in turn more easily find and use them with the help of the computer. For more information see: https://doi.org/10.5281/zenodo.15222956

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It happens 1.5 hours earlier than the main session (for 30 minutes) in order to not overlap with the KGC program. Participants get a quick introduction into nanopublications, their ecosystem, and the Nano Sessions series." } ], "http://schema.org/endDate": [ { "@value": "2026-05-11T17:00:00.0+02:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2026-05-11T16:00:00.0+02:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Nano Session #31 KGC segment" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-8492-0354" }, { "@id": "https://orcid.org/0000-0002-1267-0234" } ] } ] }, { "@id": "https://w3id.org/np/RAyosSz9bJVpzYcIlYWCu_f6hblXoeX4bCQ09D1q4RNp8/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/ReproNanopub", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "

This workshop explores how researchers can systematically document rich context information on their research projects —from project details and research domain information to methods and data—to enhance research reproducibility and transparency. We introduce nanopublications as a solution for creating machine-actionable metadata that can be embedded directly into research workflows, from grant applications through data management planning to final reporting.\r\nParticipants will discover how FAIR principles support transparent, reproducible science and learn practical strategies for generating the desired context information without adding burden to research processes. In a hands-on exercise, participants may create their own nanopublications (bring your ORCID and laptop, if you want to do this!), and explore how this approach benefits both current research organization and future knowledge generation.\r\nDesigned for researchers, data stewards, funders, and policy makers, this workshop combines theoretical insights with practical demonstrations of nanopublication tools and frameworks, enabling participants to implement reproducibility practices within their own research contexts.

\r\n

Event\r\nwebsite

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This is the group around FAIR Implementation Profiles (FIPs).

\r\n\r\n

External links:

\r\n\r\n" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "FAIR Implementation Profile (FIP) group" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0000-0003-2195-3997" } ] } ] }, { "@id": "https://w3id.org/np/RAgyLdnptXBiIvsIG62AvSnSv7OfO9538Cz4VxJEwJMTA/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/cdl/2026", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "Connected Data London is the conference that brings together the graph database community, supporting both newcomers and seasoned practitioners." } ], "http://schema.org/endDate": [ { "@value": "2026-11-12T18:00:00.0Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2026-11-11T09:00:00.0Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Connected Data London 2026" } ], "http://www.w3.org/2002/07/owl#sameAs": [ { "@id": "https://2026.connected-data.london/" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-8492-0354" } ] } ] }, { "@id": "https://w3id.org/np/RAoRxaHtG1GTAjqV5LZAv4lzIuCLnowJe-3GeTFjLcq5Y/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/discoursegraphs", "@type": [ "https://w3id.org/kpxl/gen/terms/Group", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "Working to build infrastructure for a modular scientific communication and attribution protocol based on atomic claims and evidence." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "The Discourse Graphs project" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0003-3000-4160" } ] } ] }, { "@id": "https://w3id.org/np/RAaI6bPSpGOPGl1lP1zCTeVVHSucDKYjrJ8zFs6UyIEfw/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/urbanbiodiv", "@type": [ "https://w3id.org/kpxl/gen/terms/Community", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "This is the Space for the community studying biodiversity in urban environments." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Urban Biodiversity" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-9488-1870" }, { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0000-0002-2186-5033" }, { "@id": "https://orcid.org/0000-0002-4587-3476" } ] } ] }, { "@id": "https://w3id.org/np/RAXLwwKFCEgOk_Otos4BgEkCyQ6u2OSUktU_OQRY0uJWo/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/nanopub/nanosessions/session31", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "

In this session, we will take a deep dive into the core components of the nanopublication ecosystem (Registry, Query, Nanodash) and explore how they interact. Through practical examples and real-world use cases, we will illustrate how this ecosystem enables decentralized, verifiable, and reusable knowledge publishing.

\r\n\r\n

Links:

\r\n \r\n
" } ], "http://schema.org/endDate": [ { "@value": "2026-05-05T17:00:00.0+02:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2026-05-05T16:00:00.0+02:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Nano Session #31" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-8492-0354" }, { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0009-0009-0118-9195" } ] } ] }, { "@id": "https://w3id.org/np/RAi1L8Uxhn6094ysetRESL4mZt_ZxEB22qiresOWBzxUs/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/ReproNanopub", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "https://reproducibilitynetwork.nl/event/annual-symposium-2026/" } ], "http://schema.org/endDate": [ { "@value": "2026-01-19T13:00:00.0+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2026-01-19T13:00:00.0+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "How Nanopublications enable Reproducible Research" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-8888-635X" }, { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0000-0002-4182-7560" }, { "@id": "https://orcid.org/0000-0003-3710-3188" } ] } ] }, { "@id": "https://w3id.org/np/RAFZ0QYpVnQz-ERAVa-os3r-EEvM_WhjcB29i2LW-JqoQ/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/nanopub/nanosessions/session25", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "This is the 25th edition of the Nano Sessions series." } ], "http://schema.org/endDate": [ { "@value": "2025-11-04T17:00:00.0+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2025-11-04T16:00:00.0+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Nano Session #25" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-8492-0354" }, { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0009-0009-0118-9195" } ] } ] }, { "@id": "https://w3id.org/np/RAsbeXWzpf-v6JWQy7i8Ej6Oz0wg4A8Ax8svRt5YgMHZc/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/test/john-doe-test-group", "@type": [ "https://w3id.org/kpxl/gen/terms/Group", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "Another group for testing." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "John Doe's test group" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-8905-5259" } ] } ] }, { "@id": "https://w3id.org/np/RAiODd0jLYxpvX3EHNpJfJr3mtcHgAo-QmYWoNYRqHvE0/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/nanopub/nanosessions/session29", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "

This session will be a hands-on, working collaboratively on customizing user profiles.

\r\n\r\n" } ], "http://schema.org/endDate": [ { "@value": "2026-03-17T17:00:00.0+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2026-03-17T16:00:00.0+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Nano Session #29" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0000-0003-0443-9902" }, { "@id": "https://orcid.org/0009-0009-0118-9195" } ] } ] }, { "@id": "https://w3id.org/np/RAMFvQFI4vxLfTmiuTT--qS-a6fxMQT4eq0FcX1x3Cn3E/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/vdhooftcompmet", "@type": [ "https://w3id.org/kpxl/gen/terms/Group", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "

\r\nWebsite: https://vdhooftcompmet.github.io/\r\n

" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Van der Hooft Computational Metabolomics Group" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0001-6534-6609" }, { "@id": "https://orcid.org/0000-0002-1267-0234" } ] } ] }, { "@id": "https://w3id.org/np/RAUq4wUTUxN-4XWAo5-m_F0OESnyGl740806dXgoB0pHQ/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/knowledgepixels/nanoarguments", "@type": [ "https://w3id.org/kpxl/gen/terms/Project", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "

Global, federated graph of scientific claims as LinkedData

\r\n\r\n

Scientific knowledge is currently scattered across papers, repositories, and disconnected platforms, with no structured way to trace how claims connect to evidence or how arguments develop. Nanoarguments builds a framework and tools for creating, browsing, and contributing to a global, federated graph of scientific discourse and evidence. Researchers and their communities can collaboratively structure claims, evidence chains, and discussion as nanopublications, which are small, cryptographically signed Linked Data snippets with precise provenance and authorship, published to a decentralized peer-to-peer network. The project builds upon the Nanodash interface to help users browse, edit, and aggregate discourse and evidence graphs, and integrates with dokieli to enable in-context authoring of nanopublications as inline annotations while reading or writing a document. A bidirectional ActivityPub connector bridges the nanopublication network and the fediverse, allowing discourse threads to start as social exchanges and crystallize into persistent, machine-readable evidence records. The project will be piloted with early adopter research groups in discourse and evidence modeling. All components will be released as open-source modules that other systems can build upon.

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This information can be supplemented with project-related information from FFF nanopublications." } ], "http://schema.org/endDate": [ { "@value": "2026-05-31T00:00:00.0Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2025-09-01T00:00:00.0Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Knowledge Pixels Incubator #3: Integrating DCAT-compliant nanopublications and EHDS-metadata" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0000-0003-3710-3188" } ] } ] }, { "@id": "https://w3id.org/np/RAkAlbZIQgwYBY0DRZgzlABERH8IyP3ZZ1JdxxmnDppjg/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/pensoft/rio", "@type": [ "https://w3id.org/kpxl/gen/terms/Outlet", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "The Research Ideas and Outcomes (RIO) journal publishes all outputs of the research cycle, including: project proposals, data, methods, workflows, software, project reports and research articles together on a single collaborative platform, with the most transparent, open and public peer-review process. 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\r\nCome join the Fearless Early Nanopub Adopter Club! :)\r\n

\r\n\r\n

\r\nThis club is for everyone who is experimenting with nanopublications or wants to do so. Just join this club by pressing the \"+\" button next to \"Members\", login with ORCID, and assign yourself as member. Or, if you experience difficulties with this process, just write an email to tobias@knowledgepixels.com.\r\n

\r\n\r\n

\r\nMembers of this club get prioritized feature requests and can claim a free one-on-one call with a core nanopublication/Nanodash developer.\r\n

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This session will be a hands-on, working collaboratively on:

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\r\n
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This is an inofficial Space for https://wearablesummerschool2025.weebly.com/.

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\r\n

The Three-Point FAIRification Framework (3PFF) provides practical “how to” guidance to stakeholders seeking to “go FAIR”. The principle goal of the 3PFF is to maximize reuse of existing resources, optimize interoperability, and accelerate convergence on standards and technologies supporting FAIR data and services.

\r\n\r\n\r\n
" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "3PFF: the Three Point FAIRification Framework" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0000-0002-1267-0234" }, { "@id": "https://orcid.org/0000-0003-2195-3997" } ] } ] }, { "@id": "https://w3id.org/np/RA3hiqj-UtNgiZ2m9b_zwVMQaH6oKld5iXm6aJfIPmzds/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/PSE8/Nanopublications-Hackathon", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "A two-part hackathon on 13 February 2026 taking place in Leiden as part of the Perspectives on Scientific Error conference (11-13 February 2026).\r\n\r\nSession title:\r\nMaking Errors and Uncertainty FAIR: A Nanopublications Hackathon for Machine-Actionable Scientific Error Reporting\r\n\r\nSession abstract:\r\nCommunicating and reusing estimations of uncertainty and error is critical for interpreting scientifically relevant observations but currently hampered by poor consistency and documentation. These errors arise from diverse sources, including linguistic ambiguity, computational bugs, systematic biases, unstable measurements and missing data. Despite its central role in quality control, data integration, and decision-making, uncertainty is often underreported or informally expressed.\r\n\r\nNanopublications offer an ideal, structured, and machine-actionable framework to address this challenge by providing a scalable solution that transcends traditional, narrative-based methods. Their design combines precise assertions with rich provenance, allowing researchers to clearly state an observation or claim (e.g., regarding an error or uncertain measurement) while simultaneously linking to its full supporting history and context. 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\r\n Agenda:\r\n \r\n \r\n
" } ], "http://schema.org/endDate": [ { "@value": "2026-04-14T17:00:00.0+02:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://schema.org/startDate": [ { "@value": "2026-04-14T16:00:00.0+02:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Nano Session #30" } ], "https://w3id.org/kpxl/gen/terms/hasAdmin": [ { "@id": "https://orcid.org/0009-0009-0118-9195" } ] } ] }, { "@id": "https://w3id.org/np/RAwEXr0MIVNuyuXrZ3bUehaGS6FtEeGP4EmMuOziKn2RQ/assertion", "@graph": [ { "@id": "https://w3id.org/spaces/nanopub/nanosessions/session27", "@type": [ "https://w3id.org/kpxl/gen/terms/Event", "https://w3id.org/kpxl/gen/terms/Space" ], "http://purl.org/dc/terms/description": [ { "@value": "

This is the 27th edition of the Nano Sessions series.

\r\n\r\n

Zoom: https://vu-live.zoom.us/j/91057846609?pwd=ON5eF2Ovs1fY8KQUCnEvSM2Eltfod1.1

\r\n

This session will feature:

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Traditional approaches that retrofit FAIR principles onto existing repositories fail at scale and perpetuate the research integrity and reproducibility crises. This project addresses this systemic failure by implementing nanopublication-based FAIR Digital Objects (FDOs) as minimal, but precise metadata tags at the source, combining automated and human curated machine-actionable assertions that establish unambiguous provenance chains before data enters any workflow. 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\r\n
\r\nSession title:
\r\nMaking Errors and Uncertainty FAIR: A Nanopublications Hackathon for Machine-Actionable Scientific Error Reporting
\r\n
\r\nSession abstract:
\r\nCommunicating and reusing estimations of uncertainty and error is critical for interpreting scientifically relevant observations but currently hampered by poor consistency and documentation. These errors arise from diverse sources, including linguistic ambiguity, computational bugs, systematic biases, unstable measurements and missing data. Despite its central role in quality control, data integration, and decision-making, uncertainty is often underreported or informally expressed.\r\n\r\nNanopublications offer an ideal, structured, and machine-actionable framework to address this challenge by providing a scalable solution that transcends traditional, narrative-based methods. Their design combines precise assertions with rich provenance, allowing researchers to clearly state an observation or claim (e.g., regarding an error or uncertain measurement) while simultaneously linking to its full supporting history and context. Expressed as interoperable RDF triples, nanopublications are openly published on a decentralized network as FAIR Digital Objects, making this essential information easily discoverable, integratable, and processable by automated systems across various scientific domains.\r\n\r\nThe Metabolomics and Analytics Center (MAC) at Leiden Academic Center for Drug Research is developing a nanopublication-based reporting framework to capture three critical uncertainty types inherent in high-throughput mass spectrometry data: those related to detection limits/sensitivity, physical/chemical instabilities (such as evaporation or oxidation), and ambiguities from structural isomers.\r\n\r\nThis hackathon will leverage the MAC's developments to explore nanopublications as a universal, scalable, and machine-actionable mechanism for communicating errors, uncertainty, and related concepts across scientific domains, using metabolomics as a core case study.\r\n\r\nParticipants will be introduced to nanopublication principles and decentralized publication infrastructures through hands-on experience with user-friendly interfaces and templates. To lower barriers to participation, no technical prerequisites are assumed; participants only need to authenticate via ORCID in a browser [so come prepared with your ORCID credentials at hand!]. We'll show metabolomics examples from MAC that include uncertainty and error reporting. Participants are encouraged to bring their own examples of errors, uncertainties, and data quality issues from any scholarly domain. By the end of the hackathon, participants will have created and published nanopublications describing real error and uncertainty scenarios and gained practical experience with FAIR, machine-actionable error communication.\r\n

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