Metabolic syndrome predictors of brain gray matter volume in an age-stratified community sample of 776 Mexican- American adults: Results from the genetics of brain structure image archive is a dataset published in Frontiers in Aging Neuroscience (2022). On theSindex it has a DataRank of 0.680, placing it in the top 29.4% of the data-sharing corpus. It has been cited 12 times, with 10 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 29% 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.
No persistent identifier scheme (DOI, Handle, ARK, URN, or repository accession) is given for 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'
“The data that support the findings of this study are available from DG and JB.”
No named repository is mentioned; the data are held by individuals (DG and JB) and are not deposited in a public archive.
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 or link to the dataset appears in the body text or reference list; the data are not cited as a reference.
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 that support the findings of this study are available from DG and JB. Restrictions apply to the availability of these data, which were used under license for this study.”
The data availability statement requests contact with individuals (DG and JB), corresponding to Colavizza category 1 (available on request).
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
No itemised inventory of the dataset (files, variables, samples) is provided; only summary statistics and methods prose are given. [majority verdict 'no' (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'
“The data that support the findings of this study are available from DG and JB. Restrictions apply to the availability of these data, which were used under license for this study.”
The only route to the data is a discretionary request to a person (DG and JB) with stated restrictions, which is not a followable route.
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 that support the findings of this study are available from DG and JB. Restrictions apply to the availability of these data, which were used under license for this study.”
The data availability statement describes an access action (available from DG and JB) but does not use a standard access-level label like 'restricted access'. [majority verdict 'partial' (4/5 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 that support the findings of this study are available from DG and JB. Restrictions apply to the availability of these data, which were used under license for this study.”
The data are from human subjects, and the only gatekeeper named is a natural person (DG and JB), not an institutional committee or repository.
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 data that support the findings of this study are available from DG and JB.”
No statement about when the data become available or how long they persist is given. [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'
No file format is named for the released data; the paper describes imaging sequences and processing but not the format of the deposited data.
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, ontology) is named; only clinical diagnostic criteria (NCEP-ATP III) are used.
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 any external resource (e.g., reference genome, database, cohort) is provided; the GOBS database is referenced without an accession.
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 named for the data; the open-access CC BY license applies to the article, 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 for the dataset; the GOBS archive is referred to without a specific release or snapshot.
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 for the study's own analyses is made available; only third-party software (SPSS, FSL) is mentioned.
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)
“This study was supported by funds from the National Institutes of Health (NIH/NIGMS: South Texas Medical Scientist Training Program, T32 GM113898; NIH/NIMH; R01 Diversity Supplement Grant, R01 MH074457-11S1; NIH/NCATS: Translational Scientist Training Program, TL1 TR002647-01; NIH/NIA: South Texas Alzheimer's Disease Center P30 AG066546).”
Multiple grant numbers are provided, including T32 GM113898, R01 MH074457-11S1, TL1 TR002647-01, and P30 AG066546.
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
“Scans were obtained on a 3T Siemens Tim Trio MRI scanner at the University of Texas Health Science Center at San Antonio's Research Imaging Institute with the aid of an 8-element high-resolution phase array head coil.”
The text names specific instruments (3T Siemens Tim Trio) and software (SPSS version 25, Freesurfer, FSL) used to produce the data.
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, data dictionary) is said to accompany the data; variable definitions are not provided. [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
0.385
From this paper's citation signal
Citation Network Contribution
0.295
From 7 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.
National Center for Advancing Translational Sciences
Grant: TL1TR002647-01
National Institute of Mental Health
Grant: R01MH074457-11S1
NIA NIH HHS
Grant: P30 AG066546
NIBIB NIH HHS
Grant: R01 EB015611
NIH HHS
Grant: S10 OD023696
NCATS NIH HHS
Grant: TL1 TR002647
NINDS NIH HHS
Grant: R01 NS017950
NIA NIH HHS
Grant: RF1 AG059421
NIGMS NIH HHS
Grant: T32 GM113896
NIMH NIH HHS
Grant: R01 MH074457
National Institutes of Health
Grant: 1P30AG066546-01A1
South Texas Alzheimer's Disease Center
National Institutes of Health
Grant: 1R01MH078111-01
Genetics of Brain Structure and Function
National Institutes of Health
Grant: 1TL1TR002647-01
NRSA Training Core (TL1)
National Institutes of Health
Grant: 5R01MH083824-04
Genetics of Brain Structure and Function: Genome-Wide Association
National Institutes of Health
Grant: 5R01MH074457-03
META-ANALYSIS IN HUMAN BRAIN MAPPING
National Institutes of Health
FWCI
1.56
Citation Percentile
0.8%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals
Additional file 1 of Predictor of cognitive impairment: metabolic syndrome or circadian syndrome
Additional file 1 of Predictor of cognitive impairment: metabolic syndrome or circadian syndrome