Deep neural networks learn general and clinically relevant representations of the ageing brain is a dataset published in NeuroImage (2022). On theSindex it has a DataRank of 2.8, placing it in the top 7.9% of the data-sharing corpus. It has been cited 157 times, with 100 citing works in its 1-hop citation network. Its calibrated FAIR score is 13/100.
Ranks in the top 8% for downstream scientific impact
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.
No persistent identifier (DOI, Handle, ARK, or repository accession) is assigned to the study's own dataset.
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'
No repository is named as the holder of the data; the data are to be requested from individual principal investigators.
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
No identifier for the dataset appears anywhere in the paper, neither in the reference list nor in the body text.
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
“The raw data incorporated in this work were gathered from various resources. Material requests will need to be placed with individual principal investigators. A detailed overview of the independent datasets, and their origins, is provided in Supplementary Table 5.”
The statement points to the authors (individual principal investigators) for data access, which is Colavizza category 1.
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
“we compiled raw structural magnetic resonance images into one of the largest and most diverse datasets assembled (n = 53542)”
The dataset's content and size are stated in running prose, but no itemised inventory (section, table, list) is provided. [majority verdict 'partial' (3/5 passes agreed)]
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'
“Material requests will need to be placed with individual principal investigators.”
The only route offered is a discretionary request to a person, which is not a followable access route per the rubric.
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
“Material requests will need to be placed with individual principal investigators.”
The paper describes an access action (request to principal investigators) but does not label the access level with a standard term. [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
“Material requests will need to be placed with individual principal investigators.”
The gatekeeper is a natural person (individual principal investigators), not an institutional committee or repository. [majority verdict 'partial' (4/5 passes agreed)]
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
No sentence states when the data become available or how long they persist.
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'
No file format is named for the released data (the compiled dataset).
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 data or metadata community standard (e.g., MIAME, BIDS, an ontology) is named and applied to the data.
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'
“UKBB (obtained from the data repository under accession number 27412)”
The paper gives an accession number (27412) for the UK Biobank, a resource the study used.
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'
No license is attached to the data; the CC BY license applies to the article only, not the data.
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'
No version token or date is provided to identify a specific snapshot of the data.
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'
“available on our GitHub http://www.github.com/estenhl/pyment-public”
A machine-resolvable code repository URL is provided. [majority verdict 'yes' (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)
“The Research Council of Norway (302854, 223273, 249795, 298646, 300767)”
The paper lists specific grant numbers attached to named funders.
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
“we first performed skull-stripping with the FreeSurfer 5.3 auto-recon pipeline”
The paper names a specific software tool (FreeSurfer 5.3) used in preprocessing the data. [majority verdict 'yes' (3/5 passes agreed)]
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
No documentation object (README, data dictionary, codebook) is named as accompanying the data.
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
0.759
From this paper's citation signal
Citation Network Contribution
2.0
From 80 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 100 citers.
Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Grant: 276082
Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Grant: 323961
Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Grant: PZ00P3_193658
Nederlandse Organisatie voor Wetenschappelijk Onderzoek
Grant: 016.156.415
Norges Forskningsråd
Grant: 223273
Norges Forskningsråd
Grant: 249795
Norges Forskningsråd
Grant: 298646
Norges Forskningsråd
Grant: 300767
Norges Forskningsråd
Grant: 302854
H2020 Marie Skłodowska-Curie Actions
Grant: 10100118
H2020 Marie Skłodowska-Curie Actions
Grant: 895011
Wellcome Trust
Grant: 215698/Z/19/Z
Helse Sør-Øst RHF
Grant: 2014097
Helse Sør-Øst RHF
Grant: 2016083
Helse Sør-Øst RHF
Grant: 2018037
Helse Sør-Øst RHF
Grant: 2018076
Helse Sør-Øst RHF
Grant: 2019101
Horizon 2020
Grant: 802998
Wellcome Trust
Grant: 215698
FWCI
14.38
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals