https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/Head https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/assertion https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/provenance https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/pubinfo https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/assertion https://w3id.org/spaces/knowledgepixels/incubator/project4 http://purl.org/dc/terms/description Mass spectrometry research confronts challenges endemic to data-intensive science: vendor-specific proprietary formats from multiple Mass Spectrometry instruments, complex multi-consortium governance, and the near-impossibility of tracking provenance across thousands of heterogeneous digital objects spanning clinical samples, instrument logs, processing workflows, and publications. 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. This source-level FAIRification demonstrates that trusted AI in biomedicine requires fundamentally reliable data infrastructure where agentic AI can automatically assess the quality, context, and trustworthiness of every datum from its moment of creation. https://w3id.org/spaces/knowledgepixels/incubator/project4 http://schema.org/endDate 2025-04-15T00:00:00.0Z https://w3id.org/spaces/knowledgepixels/incubator/project4 http://schema.org/startDate 2025-10-15T00:00:00.0Z https://w3id.org/spaces/knowledgepixels/incubator/project4 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/kpxl/gen/terms/Project https://w3id.org/spaces/knowledgepixels/incubator/project4 http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/kpxl/gen/terms/Space https://w3id.org/spaces/knowledgepixels/incubator/project4 http://www.w3.org/2000/01/rdf-schema#label KPI #4: FAIRification of mass spectrometry workflows using FDOs https://w3id.org/spaces/knowledgepixels/incubator/project4 https://w3id.org/kpxl/gen/terms/hasAdmin https://orcid.org/0000-0001-8888-635X https://w3id.org/spaces/knowledgepixels/incubator/project4 https://w3id.org/kpxl/gen/terms/hasAdmin https://orcid.org/0000-0002-1267-0234 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/provenance https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0002-1267-0234 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/pubinfo https://orcid.org/0000-0002-1267-0234 http://xmlns.com/foaf/0.1/name Tobias Kuhn https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://purl.org/dc/terms/created 2026-03-31T08:38:11.570Z https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://purl.org/dc/terms/creator https://orcid.org/0000-0002-1267-0234 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://purl.org/nanopub/x/introduces https://w3id.org/spaces/knowledgepixels/incubator/project4 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://purl.org/nanopub/x/supersedes https://w3id.org/np/RAjPBo1TpR0TlIQlFsR_X_OZGoOxZp_xukVFGrn24h4dA https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 http://purl.org/nanopub/x/wasCreatedAt https://nanodash.knowledgepixels.com/ https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RACJ58Gvyn91LqCKIO9zu1eijDQIeEff28iyDrJgjSJF8 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAoTD7udB2KtUuOuAe74tJi1t3VzK0DyWS7rYVAq1GRvw https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RA5gFoRkA3_i8qpoC7-1iqyHF4SNQj84x2UEwuUfhdo94 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/sig http://purl.org/nanopub/x/hasPublicKey MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQD4Wj537OijfOWVtsHMznuXKISqBhtGDQZfdO6pbb4hg9EHMcUFGTLbWaPrP783PHv8HMAAPjvEkHLaOHMIknqhaIa5236lfBO3r+ljVdYBElBcLvROmwG+ZGtmPNZf7lMhI15xf5TfoaSa84AFRd5J2EXekK6PhaFQhRm1IpSYtwIDAQAB https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/sig http://purl.org/nanopub/x/hasSignature SfxWHMUuccypzDz6cyTJmhXNmNoXHV/Ngy+gZdFV5QtQaHymg2ArjmjuM5kXjYdke89XlSc0NuIK0zlbq9VXB1ntSiTmJZoC1RbM5CXGNJRds3Wo5vjXAMDTf03aLLc+yD7KNA1uSjCKiY5FNQ85AozmQJDscIJVqyZ4fJnwtNU= https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0 https://w3id.org/np/RAtRPcmAQF_GPXTJyaW6d8HoXd5borjpg_RLnuKqHNqa0/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0000-0002-1267-0234