Investigating the Urinary Metabolome in the First Year of Life and Its Association with Later Diagnosis of Autism Spectrum Disorder or Non-Typical Neurodevelopment in the MARBLES Study is a dataset published in International Journal of Molecular Sciences (2023). On theSindex it has a DataRank of 0.575, placing it in the top 34.1% of the data-sharing corpus. It has been cited 10 times, with 10 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 34% 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.
The paper provides no persistent identifier for its own dataset; the only DOI is for the article itself.
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 data presented in this study are available on request from the corresponding author.”
The paper does not name a repository; it states data are available from the corresponding author.
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 dataset identifier appears anywhere in the paper, so it cannot be cited.
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 data presented in this study are available on request from the corresponding author. The data are not publicly available due to the need to protect participant privacy.”
The data availability statement points to the corresponding author (category 1 of Colavizza). [majority verdict 'partial' (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
“A total of 83 metabolites of diverse chemical classes were identified in urine samples and included in an overall analysis.”
The dataset content is described in running prose, not in an itemised inventory or table.
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'
“The data presented in this study are available on request from the corresponding author.”
The only access route is a discretionary request to a person, which is not a followable process.
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
“The data presented in this study are available on request from the corresponding author. The data are not publicly available due to the need to protect participant privacy.”
The data availability statement describes an action (request) but does not label the access level with a standard vocabulary term. [majority verdict 'partial' (2/5 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 presented in this study are available on request from the corresponding author.”
The gatekeeper is a natural person (the corresponding author), not an institutional committee. [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 retention timeline or persistence commitment is stated.
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
“This study is reported in accordance with Strengthening the Reporting of Observational Studies in Epidemiology [55] (Supplementary Table S1).”
The only standard named is the STROBE reporting guideline, a manuscript standard, not a data/metadata standard. [majority verdict 'partial' (4/5 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'
The paper does not include any identifier for a non-own resource such as a database accession or genome build.
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 license applies to the article, not to the data, and the data are not publicly available.
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.
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; only third-party software is referenced.
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 MARBLES Study has been supported by EPA STAR grant #RD-833292, and NIH grants: R24ES028533, R01ES028089, R01ES020392, R01ES025574, P01ES011269.”
Specific grant numbers are provided for the funding sources. [majority verdict 'yes' (3/5 passes agreed)]
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
“Samples were run on a Bruker AVANCE 600 MHz NMR spectrometer equipped with a SampleJet autosampler using the NOESY-presaturation pulse sequence (noesypr).”
The paper names specific instruments and software versions used to produce 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
No documentation object (README, codebook) is named as accompanying the data, and no variable-definition table exists in the article. [majority verdict 'no' (4/5 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
0.360
From this paper's citation signal
Citation Network Contribution
0.215
From 9 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 10 citers.
The MARBLES Study
Grant: RD-833292
The MARBLES Study
Grant: R24ES028533
The MARBLES Study
Grant: R01ES028089
The MARBLES Study
Grant: R01ES020392
The MARBLES Study
Grant: R01ES025574
The MARBLES Study
Grant: P01ES011269
The MARBLES Study
Grant: P50HD103526
The MARBLES Study
Grant: 1021411
EPA
Grant: STAR grant #RD-833292
NIEHS NIH HHS
Grant: U24 ES028533
National Institutes of Health
Grant: 5P50HD103526-03
MIND Institute Intellectual and Developmental Disabilities Research Center
National Institutes of Health
Grant: 5R01ES020392-03
Autism Risk, Prenatal Environmental Exposures, and Pathophysiologic Markers
National Institutes of Health
Grant: 5R24ES028533-02
BUILDS MARBLES: Biorepository Upkeep and Infrastructure for Longitudinal Data Sharing for MARBLES
National Institutes of Health
Grant: 5R01ES025574-03
Folic Acid Prevention Pathways for ASD in High Risk Families
National Institutes of Health
Grant: 5R01ES028089-02
Environmental Influence on Infant Microbiome Development and ASD Symptoms
National Institutes of Health
Grant: 3P01ES011269-10S3
UC Davis Center Children's Environmental Health (CCEH)
FWCI
1.79
Citation Percentile
0.8%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals