Towards a new vision of PaNET: enhancing reasoning capabilities for better photon and neutron data discovery is a dataset published in Journal of Synchrotron Radiation (2025). On theSindex it has a DataRank of 0.165, placing it in the top 70.2% of the data-sharing corpus. It has been cited 2 times, with 2 citing works in its 1-hop citation network. Its calibrated FAIR score is 48/100.
Ranks in the top 70% for downstream scientific impact
Linked data & code
DataRank reads this dataset's downstream impact straight off the citation graph — no black box, no proprietary weighting. How is this computed?
FAIR checklist signals are shown for context only and do not affect DataRank scoring.
Full FAIR picture · advisory
The headline score is computed from the scored criteria — the fact-shaped checks (a repository, an accession, a licence) that two independent models agree on. The advisory criteria below are real FAIR guidance but rest on judgment calls that models read differently, so they inform without moving the number.
“PaNET can be found on the following GitHub repository: https://github.com/ExPaNDS-eu/ExPaNDS-experimental-techniques-ontology”
The paper provides a GitHub URL as the location for the data, which is not a persistent identifier scheme.
RDA-F1-01D — FAIR Data Maturity Model: 'Data is identified by a persistent identifier' (priorit · RDA-F1-02D — FAIR Data Maturity Model: 'Data is identified by a globally unique identifier' · FsF-F1-02D — F-UJI/FAIRsFAIR: 'Data is assigned a persistent identifier'
“PaNET can be found on the following GitHub repository: https://github.com/ExPaNDS-eu/ExPaNDS-experimental-techniques-ontology”
The paper names GitHub, a non-repository host, as the holder.
RDA-F4-01M — FAIR Data Maturity Model: metadata is offered so it can be harvested and indexed ( · NIH DMS Policy Element 4 (NOT-OD-21-014) — name the repository where data will be archived · NSTC Desirable Characteristics of Data Repositories (2022) — 'Long-Term Sustainability', 'Reten
“PaNET can be found on the following GitHub repository: https://github.com/ExPaNDS-eu/ExPaNDS-experimental-techniques-ontology”
The dataset's identifier appears only in the body text, not in the reference list.
FORCE11 Joint Declaration of Data Citation Principles (2014) — data should be cited as a first- · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes · FsF-F3-01M — F-UJI: 'Metadata includes the identifier of the data it describes'
Advisory · not in the published score
“PaNET can be found on the following GitHub repository: https://github.com/ExPaNDS-eu/ExPaNDS-experimental-techniques-ontology . The proposed new structure of PaNET is currently on a forked GitHub repository: https://github.com/terencetan-c/ExPaNDS-experimental-techniques-ontology/tree/PaNET-Enhanced-Reasoning”
The data availability statement points to a public repository with a link. [majority verdict 'yes' (4/5 passes agreed)]
Colavizza, Hrynaszkiewicz, Staden, Whitaker & McGillivray (2020), 'The citation advantage of li · Springer Nature research data policy — Data Availability Statements: standard statement templat · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes
“Out of the 374 technique classes at the time of writing, 126 are core techniques defined using existential quantifications, 199 are non-core techniques defined using equivalence axioms and 49 remain defined using subclass axioms.”
The paper describes the dataset's content in running prose, not an itemised inventory.
RDA-F2-01M — 'Rich metadata is provided to allow discovery' (priority Essential) · FsF-F2-01M — F-UJI: 'Metadata includes descriptive core elements to support data findability' · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data'
“PaNET can be found on the following GitHub repository: https://github.com/ExPaNDS-eu/ExPaNDS-experimental-techniques-ontology”
The data is stated to be publicly available on GitHub with no precondition.
RDA-A1.1-01D — 'Data is accessible through a free access protocol' · FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · NSTC Desirable Characteristics of Data Repositories (2022) — 'Free and Easy Access'
Advisory · not in the published score
“As the repository is publicly accessible, external contributors are also encouraged to submit issues.”
The paper does not apply an explicit access-level label (e.g. 'open access') to the data, but it describes the action of public accessibility. [majority verdict 'partial' (3/5 passes agreed)]
FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · RDA-A1-01M — metadata contains information to enable the user to get access to the data · COAR Controlled Vocabularies — Access Rights v1.0 (open / embargoed / restricted / metadata-onl
The data is not sensitive and no gatekeeper is named.
NIH Genomic Data Sharing Policy (NOT-OD-14-124) — controlled-access via a Data Access Committee · RDA-A1.2-01D — 'Data is accessible through an access protocol that supports authentication and · NIH DMS Policy Element 5 (NOT-OD-21-014) — Access, Distribution, or Reuse Considerations (conse
The paper does not address the timing or persistence of the data. [majority verdict 'no' (4/5 passes agreed)]
NIH DMS Plan Element 4 (NOT-OD-21-014) — Data Preservation, Access, and Associated Timelines · NSTC Desirable Characteristics (2022), Organizational Infrastructure: 'Retention Policy' · RDA-A2-01M — 'Metadata is guaranteed to remain available after data is no longer available'
“the PaNET source file is in CSV format”
The paper states that the data is in CSV and OWL formats, which are open non-proprietary formats. [majority verdict 'yes' (3/5 passes agreed)]
FsF-R1.3-02D — F-UJI: 'Data is available in a file format recommended by the target research co · RDA-R1.3-02D — data is expressed in a machine-understandable community standard · RDA-I1-01D — data uses a knowledge representation expressed in a standardised format
Advisory · not in the published score
No community data or metadata standard (e.g. MIAME, OBO ontology, FAIRsharing-registered schema) is named as applying to the data. [majority verdict 'no' (2/5 passes agreed)]
RDA-R1.3-01M — 'Metadata complies with a community standard' (priority Essential) · RDA-R1.3-01D — 'Data complies with a community standard' · RDA-I2-01M — '(Meta)data use vocabularies that follow FAIR principles'
“Collins, S. P., da Graça Ramos, S., Iyayi, D., Görzig, H., González Beltrán, A., Ashton, A., Egli, S. & Minotti, C. (2021). ExPaNDS ontologies v1.0, https://doi.org/10.5281/zenodo.4806026”— not found in the paper; verdict downgraded
The paper includes a DOI for the original PaNET ontology, a resource other than the study's own data. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (3/5 passes agreed)]
RDA-I3-01M — '(meta)data include references to other (meta)data' · RDA-I3-03M — 'metadata includes qualified references to other metadata' · FsF-I3-01M — F-UJI: 'Metadata includes links between the data and its related entities'
The paper does not state a license for the data itself.
RDA-R1.1-01M — 'Metadata includes information about the licence under which the data can be reu · RDA-R1.1-02M — 'Metadata refers to a standard reuse licence' · RDA-R1.1-03M — 'Metadata refers to a machine-understandable reuse licence'
The paper does not give a version token or date for the dataset.
DataCite Metadata Schema 4.6 — the 'Version' property · RDA-R1.2-01M — provenance information (which version was used is provenance) · NSTC Desirable Characteristics of Data Repositories (2022) — 'Provenance', 'Retention Policy'
The paper does not provide a locator for custom code. [majority verdict 'no' (3/5 passes agreed)]
NIH DMS Policy Element 2 (NOT-OD-21-014) — 'Related Tools, Software and/or Code' · FAIR4RS Principles v1.0 (Chue Hong et al., 2022; RDA/FORCE11/ReSA) — FAIR Principles for Resear · FORCE11 Software Citation Principles (Smith, Katz & Niemeyer, 2016, PeerJ CS 2:e86)
“funded by a studentship from Diamond Light Source (Stephen P. Collins) and the Department of Engineering Science at the University of Oxford (Susanna-Assunta Sansone, Philippe Rocca-Serra).”
The paper names funders but no award number.
DataCite Metadata Schema 4.6 — 'FundingReference' property (funderName, funderIdentifier, award · Crossref Funder Registry — canonical funder identifiers for funding metadata · RDA-F2-01M — rich metadata provided to allow discovery (funding is part of the descriptive reco
Advisory · not in the published score
“All changes have been implemented in the ROBOT (Jackson et al., 2019) spreadsheet representation of PaNET”— not found in the paper; verdict downgraded
The paper names specific tools used to produce the data. [downgraded to 'partial' — no verifiable quote from the paper]
RDA-R1.2-01M — 'Metadata includes provenance information according to community- specific standa · FsF-R1.2-01M — F-UJI: 'Metadata includes provenance information about data creation or generati · W3C PROV-O (W3C Recommendation, 2013) — the entity/activity/agent model of provenance
The paper does not name a documentation object accompanying the data nor a table of variables. [majority verdict 'no' (3/5 passes agreed)]
RDA-R1-01M — '(Meta)data are richly described with a plurality of accurate and relevant attribu · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data' · NIH DMS Policy Element 3 (NOT-OD-21-014) — Standards (documentation and metadata to accompany t
Calibrated FAIR score — a parallel quality metric, independent of the DataRank citation score. See the full evaluation →
Base Score Contribution
0.165
From this paper's citation signal
Citation Network Contribution
0
From 0 citing papers with measurable signal
This paper's DataRank is currently driven only by its base citation score. None of the citing papers had measurable citation signal.
Learn more about DataRank methodology →Diamond Light Source
University of Oxford
FWCI
0.77
Citation Percentile
0.7%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals
Best Practice for Linking Vocabularies with Wikidata Concepts
Best Practice for Linking Vocabularies with Wikidata Concepts
Towards a new vision of PaNET: enhancing reasoning capabilities for better photon and neutron data discovery