65061 2025 eng S281 S282 411 article Elsevier B.V. 0 -- -- -- As part of the European Horizon ACCORDs project, advanced methods are being developed for the image-based characterisation of 2D nanomaterials. Given the complexity of this task, robust nd wellorganised data management is critical to ensuring high-quality outcomes. To support this, we have established a knowledge infrastructure that serves as the central repository for protocols, images and experimental data which are stored in a standardised, harmonised manner and in accordance with the FAIR principles – Findable, Accessible, Interoperable and Reusable and open science. This machine-readable framework enables the systematic and computationally automated correlation of image features with experimental descriptors, facilitating accurate material characterisation and transparent reporting which is all integrated in the ACCORDs KI. Toxicology Letters 0378-4274 10.1016/j.toxlet.2025.07.660 true journal-article https://www.elsevier.com/tdm/userlicense/1.0/ crossref PersonAuthorFirstName_1,PersonAuthorLastName_1,PersonAuthorFirstName_2,PersonAuthorLastName_2,PersonAuthorFirstName_3,PersonAuthorLastName_3,PersonAuthorFirstName_4,PersonAuthorLastName_4,PersonAuthorFirstName_5,PersonAuthorLastName_5,PersonAuthorFirstName_6,PersonAuthorLastName_6,PersonAuthorFirstName_7,PersonAuthorLastName_7,PersonAuthorFirstName_8,PersonAuthorLastName_8,PersonAuthorFirstName_9,PersonAuthorLastName_9,PersonAuthorFirstName_10,PersonAuthorLastName_10,PersonAuthorFirstName_11,PersonAuthorLastName_11,PersonAuthorFirstName_12,PersonAuthorLastName_12,PersonAuthorFirstName_13,PersonAuthorLastName_13,PersonAuthorFirstName_14,PersonAuthorLastName_14,PersonAuthorFirstName_15,PersonAuthorLastName_15,PersonAuthorFirstName_16,PersonAuthorLastName_16,PersonAuthorFirstName_17,PersonAuthorLastName_17,PersonAuthorFirstName_18,PersonAuthorLastName_18,PersonAuthorFirstName_19,PersonAuthorLastName_19,PersonAuthorFirstName_20,PersonAuthorLastName_20,PersonAuthorFirstName_21,PersonAuthorLastName_21,PersonAuthorFirstName_22,PersonAuthorLastName_22,PersonAuthorFirstName_23,PersonAuthorLastName_23,PersonAuthorFirstName_24,PersonAuthorLastName_24,PersonAuthorFirstName_25,PersonAuthorLastName_25,PersonAuthorFirstName_26,PersonAuthorLastName_26,PersonAuthorFirstName_27,PersonAuthorLastName_27,PersonAuthorFirstName_28,PersonAuthorLastName_28,PersonAuthorFirstName_29,PersonAuthorLastName_29,PersonAuthorFirstName_30,PersonAuthorLastName_30,PersonAuthorFirstName_31,PersonAuthorLastName_31,PersonAuthorFirstName_32,PersonAuthorLastName_32,PersonAuthorFirstName_33,PersonAuthorLastName_33,PersonAuthorFirstName_34,PersonAuthorLastName_34,PersonAuthorFirstName_35,PersonAuthorLastName_35,PersonAuthorFirstName_36,PersonAuthorLastName_36,PublisherName,TitleMain_1,Language,TitleParent_1,Volume,PublishedYear,IdentifierIssn,Enrichmentlocal_crossrefLicence doi-import false true P. P. Ankli A. A. Abdelwahab A. Logachov R. Bugiel D. Drobne S. Novak E. Kranjc S. Saje F. Pellegrino E. Alladio F. Sordello E. Corrao Vasile-Dan Hodoroaba Jörg Radnik Paul Mrkwitschka Loay Akmaal Madbouly Yücel Akdemir M. Gulumian V. Wepener C. Andraos K. Boodhia E. Jones A. Doolin K. Leuchtenberg E. Valsami Jones C. Rocca B. Ibrahim D. Singh S. Chakraborty K. Jurkschat C. Johnston M. Van Der Zande D. Fernandez P. Queipo C. Clifford B. Hardy eng uncontrolled Graphene-related 2D materials (GR2M) eng uncontrolled 2D materials eng uncontrolled Knowledge infrastructure eng uncontrolled Characterisation Ingenieurwissenschaften und zugeordnete Tätigkeiten 6 Materialchemie 6.1 Oberflächen- und Dünnschichtanalyse Material Verlagsliteratur Datei im Netzwerk der BAM verfügbar ("Closed Access") Advanced Materials