Organizing a Community to Survive Research Ecosystem Instability

Integrating diverse data in Earth System Sciences (ESS) is hindered by semantic heterogeneity, as different disciplines use inconsistent terminologies. The BITS project addresses this challenge by providing a dedicated Terminology Service (TS) with over 40 vocabularies, maintained by the TIB for long-term use. A practical use case at the Senckenberg Institute combines AI tools, edge computing, and the TS to automatically annotate and process digitized natural science collections efficiently. This workflow improves data findability and interoperability, particularly for multilingual and handwritten records, while ensuring data security through near-data processing. The Lightning Talk highlights potential risks of irresponsible AI use, despite its clear benefits when integrated with other services.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-17
DOI
https://doi.org/10.5281/zenodo.18964630
Primary Topic
Research Data Management Practices
Type
article
Field-Weighted Citation Impact
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article

Organizing a Community to Survive Research Ecosystem Instability

Claudia Martens, Alexander Wolodkin
Zenodo (CERN European Organization for Nuclear Research)
Research Data Management Practices
article

Organizing a Community to Survive Research Ecosystem Instability

Claudia Martens, Alexander Wolodkin
article en

Abstract

Integrating diverse data in Earth System Sciences (ESS) is hindered by semantic heterogeneity, as different disciplines use inconsistent terminologies. The BITS project addresses this challenge by providing a dedicated Terminology Service (TS) with over 40 vocabularies, maintained by the TIB for long-term use. A practical use case at the Senckenberg Institute combines AI tools, edge computing, and the TS to automatically annotate and process digitized natural science collections efficiently. This workflow improves data findability and interoperability, particularly for multilingual and handwritten records, while ensuring data security through near-data processing. The Lightning Talk highlights potential risks of irresponsible AI use, despite its clear benefits when integrated with other services.

Zenodo (CERN European Organization for Nuclear Research)
German Climate Computing Centre (DE), Senckenberg - Leibniz Institution for Biodiversity and Earth System Research (DE)
Life in Land
Openalex Percentile: Top 45%
Research Data Management Practices
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