Brain clocks capture diversity and disparities in aging and dementia across geographically diverse populations is a dataset published in Nature Medicine (2024). On theSindex it has a DataRank of 2.9, placing it in the top 7.5% of the data-sharing corpus. It has been cited 119 times, with 80 citing works in its 1-hop citation network. Its calibrated FAIR score is 58/100.
Ranks in the top 7% 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.
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The identifier is a web URL (https://osf.io/8zjf4/), 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'
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The data are hosted on OSF, a repository registered in re3data/FAIRsharing.
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
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The dataset identifier (URL) 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
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The statement points to a public repository (OSF) with a link, matching Colavizza category 3.
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
“The fMRI dataset involved 2,953 participants from both non-LAC (USA, China, Japan) and LAC (Argentina, Chile, Colombia, Mexico, Peru), including 1,444 healthy controls.”
The dataset description is 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'
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The sentence states the data are openly available 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
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The paper explicitly labels the data as 'openly available', which is a natural-language synonym for 'open access'.
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
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The data are human-subject but stated to be openly available with no gatekeeper mentioned.
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
“All preprocessed data are openly available at: https://osf.io/8zjf4/.”
The statement gives availability timing (presently available) but no persistence commitment. [majority verdict 'partial' (3/5 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.
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
“using the automated anatomical labeling (AAL) atlas”
The AAL atlas is a community-standard neuroanatomical parcellation applied to the data. [majority verdict 'yes' (3/5 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'
“Alzheimer’s Disease Neuroimaging Initiative (ADNI) (USA) (https://ida.loni.usc.edu/collaboration/access/appLicense.jsp)”— not found in the paper; verdict downgraded
The paper gives URLs for external datasets used, which are identifiers for those resources. [downgraded to 'no' — no verifiable quote from the paper]
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 licence is stated for the data; the article's CC-BY licence does not apply to 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 given for the data 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'
“The code used to preprocess and analyze the data of this work is available in an Open Science Foundation repository at the following address: https://osf.io/8zjf4/.”
A machine-resolvable URL to a code repository is provided.
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)
“grant nos. R01 AG057234, R01 AG075775, R01 AG021051, R01 AG083799, CARDS-NIH 75N95022C00031”
Specific grant numbers are provided.
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
“The resting state of fMRI preprocessing was conducted using the fmriprep toolbox (v.22.0.2).”
Specific tools and versions are named for data production.
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, 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
0.718
From this paper's citation signal
Citation Network Contribution
2.2
From 45 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 80 citers.
NIDA NIH HHS
Grant: 75N95022C00031
NIA NIH HHS
Grant: R01 AG083799
NIA NIH HHS
Grant: R01 AG075775
Alzheimer's Association
Grant: SG-20-725707
NIA NIH HHS
Grant: P30 AG062422
NIA NIH HHS
Grant: R01 AG057234
NIA NIH HHS
Grant: P01 AG019724
National Institutes of Health
Grant: 3R01AG075775-03S2
An automated machine learning approach to language changes in Alzheimer’s disease and frontotemporal dementia across Latino and English-speaking populations
National Institutes of Health
Grant: 5R01AG057234-05
US-South American Initiative for Genetic-Neural-Behavioral Interactions in Human Neurodegenerative Research
National Institutes of Health
Grant: 5P01AG019724-03
FRONTOTEMPORAL DEMENTIA: GENES, IMAGES, AND EMOTIONS
National Institutes of Health
Grant: 3R01AG083799-04S3
Circadian Disturbance and Dementia in Latin America
FWCI
28.47
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords