Sex differences in the confounders influencing the relationships linking socioeconomic factors and cognitive performance with family history of Alzheimer's disease and related dementias is a dataset published in Alzheimer s & Dementia (2025). On theSindex it has a DataRank of 0.219, placing it in the top 62.8% of the data-sharing corpus. It has been cited 3 times, with 3 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 63% 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.
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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'
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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'
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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_controlled_access_for_sensitive_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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'
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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 UKB individual data could be obtained by applying on the website ( http://www.ukbiobank.ac.uk/ ).”
The paper provides URLs for the UK Biobank and All of Us data repositories, which are external resources on which the study's own data depend. [majority verdict 'yes' (3/5 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'
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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'
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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'
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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 authors acknowledge support from the National Institutes of Health (R33 DA047527; RF1 MH132337, 5K99AG078503‐02), One Mind, Alzheimer's Association Research Fellowship (AARF‐22‐967171), American Foundation for Suicide Prevention (PDF‐1‐022‐21; PDF‐0‐065‐23), and the Yale Franke Program in Science and Humanities.”
The paper lists specific grant numbers (e.g., R33 DA047527) attached to named funders. [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
The paper describes analytical methods but not the production of a dataset. [majority verdict 'no' (2/5 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
“a_access_conditions_stated_false”— not found in the paper; verdict downgraded
The paper does not describe its own data, only the source cohorts. The study's own data are the analysis results, which are not deposited. No identifier, repository, DAS, discovery metadata, or citation for own data. Access conditions, format, standard, license, documentation, versioning, and code are absent. However, qualified references exist for source data (UK Biobank application number, AoU version), and funding awards are given. Provenance methods (software) are named for the analysis.
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
0.208
From this paper's citation signal
Citation Network Contribution
0.0109
From 1 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.
National Institutes of Health
Grant: R33 DA047527
National Institutes of Health
Grant: RF1 MH132337
National Institutes of Health
Grant: 5K99AG078503‐02
American Foundation for Suicide Prevention
Grant: PDF‐1‐022‐21
American Foundation for Suicide Prevention
Grant: PDF‐0‐065‐23
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026554
Community Partners
Grant: 1 OT2OD025276
NIH HHS
Grant: OT2 OD026551
NIH HHS
Grant: OT2 OD026553
American Foundation for Suicide Prevention
Grant: PDF-1-022-21
NIH HHS
Grant: U24 OD023121
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026556
Communications and Engagement
Grant: 3 OT2 OD023206
NIH HHS
Grant: OT2 OD026549
NIH HHS
Grant: OT2 OD026552
NIH HHS
Grant: OT2 OD026557
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026548
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026553
Biobank
Grant: 1 U24 OD023121
Alzheimer's Association Research Fellowship
Grant: AARF-22-967171
Community Partners
Grant: 1 OT2 OD025337
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026557
Communications and Engagement
Grant: 3 OT2 OD023205
Office of the Director: Regional Medical Centers
Grant: IAA #: AOD 16037
NIH HHS
Grant: OT2 OD026550
NIH HHS
Grant: OT2 OD026554
American Foundation for Suicide Prevention
Grant: PDF-0-065-23
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026549
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026551
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026555
Participant Technology Systems Center
Grant: 1 U24 OD023163
NIH HHS
Grant: OT2 OD025337
NIH HHS
Grant: OT2 OD026548
Community Partners
Grant: 1 OT2 OD025277
Community Partners
Grant: 3 OT2 OD025315
Data and Research Center
Grant: 5 U2C OD023196
NIH HHS
Grant: 5K99AG078503-02
NIH HHS
Grant: OT2 OD023205
NIH HHS
Grant: OT2 OD026556
NIH HHS
Grant: U2C OD023196
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD026550
NIH HHS
Grant: OT2 OD025315
NIH HHS
Grant: U24 OD023163
ODCDC CDC HHS
Grant: U24 OD023176
Office of the Director: Regional Medical Centers
Grant: 1 OT2 OD 026552
Federally Qualified Health Centers
Grant: HHSN 263201600085U
NIA NIH HHS
Grant: K99 AG078503
NIH HHS
Grant: OT2 OD023206
NIH HHS
Grant: OT2 OD025276
NIH HHS
Grant: OT2 OD025277
NIH HHS
Grant: OT2 OD026555
National Institute of Mental Health
National Institute on Aging
National Institute on Drug Abuse
Yale Franke Program in Science and Humanities
Yale Franke Program in Science and Humanities
FWCI
2.50
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals