Metabolomics datasets in the Born in Bradford cohort is a dataset published in Wellcome Open Research (2020). On theSindex it has a DataRank of 0.455, placing it in the top 41.6% of the data-sharing corpus. It has been cited 13 times, with 3 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 42% 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 scheme string is given for the dataset itself; the article DOI and extended data DOI are not for the dataset. [majority verdict 'no' (3/5 passes agreed)]
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'
The paper does not name a repository for the primary metabolomics data; it only mentions a managed access process through BiB. [majority verdict 'no' (2/5 passes agreed)]
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
The dataset itself does not appear in the reference list; only the article and extended data DOIs are cited. [majority verdict 'no' (2/5 passes agreed)]
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
“Underlying data Scientists are encouraged to make use of the BiB data, which are available through a system of managed open access. ... Before you contact BiB, please make sure you have read our Guidance for Collaborators. ... Once you have formulated your request please complete the ‘Expression of Interest’ form ...”— not found in the paper; verdict downgraded
The data availability statement points to a request-based process (Colavizza category 1), not a repository record. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (3/5 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
“Table 1. Metabolomics datasets in the BiB cohort separated by platform.”
The paper includes a table that itemizes the datasets by platform, sample size, and description.
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'
“Before you contact BiB, please make sure you have read our Guidance for Collaborators. ... Once you have formulated your request please complete the ‘Expression of Interest’ form ... We will ask you to sign a collaboration agreement.”— not found in the paper; verdict downgraded
The access route is conditional on signing a collaboration agreement, which is a defined precondition. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (3/5 passes agreed)]
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
“a system of managed open access”
The paper explicitly labels the access level as 'managed open access' in the data availability section. [majority verdict 'yes' (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
“If your request is approved, we will ask you to sign a collaboration agreement; if your request involves biological samples, we will ask you to complete a material transfer agreement.”— not found in the paper; verdict downgraded
The paper names a collaboration agreement and a material transfer agreement as institutional gatekeepers for accessing the data. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 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
The paper does not state any retention timeline or persistence commitment for the data.
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 for the released data is named in the paper.
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 standard (e.g., MIAME, MIxS) or ontology is named for 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'
No identifier for a third-party resource (e.g., reference genome, external database) is provided.
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 CC-BY 4.0 license is stated only for the extended data (supplementary files), not for the primary dataset, which is managed access. [majority verdict 'no' (3/5 passes agreed)]
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 given for the dataset itself.
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'
No code availability is mentioned in the paper.
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)
“Wellcome Trust [101597]”
The paper provides multiple grant numbers, including the Wellcome Trust 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
“Bruker A V ANCE III spectrometer operating at 600 MHz.”
The paper names specific instruments and platforms used to generate the data. [majority verdict 'yes' (4/5 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
“Details of all 227 traits can be found in the Extended data11.”
The paper states that details are in the Extended data, which includes data dictionary files that travel with the data. [majority verdict 'yes' (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
0.396
From this paper's citation signal
Citation Network Contribution
0.0587
From 3 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 3 citers.
European Research Council
Grant: 669545
Effects of maternal gestational adiposity on fetal development and perinatal, postnatal and next generation health.
Seventh Framework Programme
Grant: FP7/2007-2013
Medical Research Council
Grant: MR/N024397/1
Born in Bradford 2nd Wave
Medical Research Council
Grant: MC_UU_00011/6
Reproductive and cardio-metabolic health
British Heart Foundation
Grant: CS/16/4/32482
British Heart Foundation
Grant: FS/17/60/33474
National Institute for Health Research Collaboration for Leadership in Applied Health Research and Care Yorkshire and Humber
Grant: NIHR200166
National Institutes of Health
Grant: R01DK10324
National Institute for Health Research
Grant: NF-0616-10102
Wellcome Trust
Grant: 101597, 083521
Wellcome Trust
Grant: 083521
The effect of age at infection with common herpesviruses on immune function in children in a multi-ethnic population.
National Institutes of Health
Grant: 5R01EY010324-02
ACTIVATING LAMININ FOR RETINAL AXON REGENERATION
Wellcome Trust
Grant: 101597
The Born in Bradford (BiB) Study an international biomedical resource for exploring genetic and early life determinants of health and development in a deprived multi-ethnic population.
FWCI
3.09
Citation Percentile
0.9%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals