The Mediating Roles of Neurobiomarkers in the Relationship Between Education and Late-Life Cognition is a dataset published in Journal of Alzheimer s Disease (2023). On theSindex it has a DataRank of 0.165, placing it in the top 70.2% of the data-sharing corpus. It has been cited 2 times, with 2 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 70% 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 for the study's own data is provided; the only identifier is the article DOI. [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 its own data; it names ADNI as the source of the data used, not the study's own data. [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 paper does not cite its own dataset as a reference-list entry or in the body text. [majority verdict 'no' (3/5 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
“The data used to conduct the present analyses are available through the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database (see http://adni.loni.usc.edu ).”
The data availability statement exists but points to the source ADNI repository, not to the study's own data, so it is a partial match. [majority verdict 'partial' (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
There is no itemized inventory or section describing the study's own dataset; the paper only describes the sample and variables. [majority verdict 'no' (2/5 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 paper's own data are not made openly accessible; the data availability statement refers to the source ADNI data, not the study's own data. [majority verdict 'no' (2/5 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
The paper does not label the access level of its own data; it only mentions that the source data are available through ADNI. [majority verdict 'no' (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 paper's own data are not sensitive, and no gatekeeper is named for access to the study's own data.
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 or persistence commitment for its own 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'
The paper does not name any file format for the study's own 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 community data or metadata standard (e.g., MIAME, BIDS) is named for the study's own 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'
“Data were obtained from the ADNI database ( http://adni.loni.usc.edu ).”
The paper provides a URL for the ADNI database, which is an external resource identifier for the source data. [majority verdict 'yes' (4/5 passes agreed)]
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 paper does not state a reuse license for its own data; the CC BY-NC 4.0 license applies to the article only.
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 study's own data. [majority verdict 'no' (3/5 passes agreed)]
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 paper does not provide any code locator; code is not shared.
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)
“NIA grant R13 AG030995”
The paper includes specific grant numbers (e.g., R13 AG030995) in the funding section. [majority verdict 'yes' (4/5 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
“FreeSurfer image analysis (version 5.1)”— not found in the paper; verdict downgraded
The paper names specific instruments, software, and versions used to produce the data (e.g., FreeSurfer 5.1, 3.0-Tesla MRI). [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (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 or codebook is named as accompanying the study's own data. [majority verdict 'no' (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
0.165
From this paper's citation signal
Citation Network Contribution
0
From 0 citing papers with measurable signal
This paper's DataRank is currently driven only by its base citation score. None of the citing papers had measurable citation signal.
Learn more about DataRank methodology →NIA NIH HHS
Grant: K00 AG068431
NIA NIH HHS
Grant: L30 AG074401
NIA NIH HHS
Grant: T32 AG061892
NIA NIH HHS
Grant: T32 AG020499
NIA NIH HHS
Grant: K08 AG075351
NIA NIH HHS
Grant: U01 AG024904
NCI NIH HHS
Grant: U54 CA267789
NIA NIH HHS
Grant: R13 AG030995
NIA NIH HHS
Grant: F31 AG062114
National Institutes of Health
Grant: 1U01AG024904-01
Alzheimers Disease Neuroimaging Initiative
National Institutes of Health
Grant: 5T32AG061892-04
Clinical and Translational Pre-doctoral training in Alzheimer's Disease and Related Dementias
Canadian Institutes of Health Research
Grant: unidentified
unidentified
National Institutes of Health
Grant: 4K00AG068431-02
Lifecourse Stressors and Social Disparities in Cognitive Aging: The Roles of Social Networks and Sleep Disturbance
National Institutes of Health
Grant: 5U54CA267789-02
SDSU FUERTE: Faculty United towards Excellence in Research and Transformational Engagement
National Institutes of Health
Grant: 7R01CA074401-02
IN VIVO EFFECTS OF IL 2--ROLE OF TNF AND TNF R FAMILIES
National Institutes of Health
Grant: 5K08AG075351-04
Risk Factors for Alzheimer's Disease Among Latinos: Relationships Between Cardiovascular Disease Risk, Acculturation, Small Vessel Disease, and Alzheimer's Biomarkers
National Institutes of Health
Grant: 1T32AG020499-01A1
Physical, Cognitive and Mental Health in Social Context
National Institutes of Health
Grant: 5R13AG030995-02
Conference on Advanced Psychometric Methods in Cognitive Aging Research
National Institutes of Health
Grant: 1F31AG062114-01A1
Education and cognitive resilience: what is the role of education characteristics in shaping an ability to maintain high levels of cognitive functioning after the onset of disease
FWCI
0.38
Citation Percentile
0.6%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals