Menopausal hormone therapy and the female brain: Leveraging neuroimaging and prescription registry data from the UK Biobank cohort is a dataset published in eLife (2024). On theSindex it has a DataRank of 0.104, placing it in the top 77.8% of the data-sharing corpus. It has been cited 1 time, with 1 citing works in its 1-hop citation network. Its calibrated FAIR score is 13/100.
Ranks in the top 78% 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 (DOI, Handle, ARK, or repository accession) for the study's own derived data.
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'
No repository is named as the holder of the study's own derived data. [majority verdict 'no' (4/5 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
No identifier for the study's own dataset appears in the reference list or body text.
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 through the UK Biobank application procedure (https://www.ukbiobank.ac.uk/enable-your-research/register ); scripts are available from the authors upon request.”
The statement points to a third party (UK Biobank) with restrictions, not to a repository record; this fits Colavizza category 3? Actually, it points to a third-party source, not a repository record, so it is partial. [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
“a_access_conditions_stated”— not found in the paper; verdict downgraded
The paper does not provide an itemised inventory of the dataset; it describes the sample and methods in running prose only. [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 through the UK Biobank application procedure (https://www.ukbiobank.ac.uk/enable-your-research/register ); scripts are available from the authors upon request.”
The cited route requires registration and approval (a precondition), so the data are not openly accessible without conditions. [majority verdict 'partial' (3/5 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 data that support the findings of this study are available through the UK Biobank application procedure (https://www.ukbiobank.ac.uk/enable-your-research/register ); scripts are available from the authors upon request.”
No access-level label is used; the cited sentence describes an action (the application procedure) from which the level must be inferred. [majority verdict 'partial' (3/5 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 study's own data are not sensitive or human-subject data; the paper names no gatekeeper for the derived measures. [majority verdict 'no' (3/5 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
The paper states neither a persistence commitment nor an availability timing for the study's 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'
No file format is named for the study's own data, which are not released.
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
The paper does not name a data or metadata community standard (e.g., MIAME, BIDS) applied to 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'
“This research has been conducted using the UKB under Application 27412.”
The paper provides the UK Biobank application number 27412, an identifier for the source data 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'
No reuse licence is named for the study's own 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 pins the snapshot of the study's own data.
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'
“scripts are available from the authors upon request”
The study's code is offered only through a discretionary request to a person, not through a machine-resolvable locator.
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 Research Council of Norway (LTW: 223273, 249795, 273345, 298646, 300768)”
The paper provides specific award/grant numbers 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
“FreeSurfer, v5.3”
The paper names specific software (FreeSurfer v5.3) used to produce the brain measures. [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
The paper does not mention a documentation object (README, codebook) accompanying the 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
0.104
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 →Helse Sør-Øst RHF
Grant: 2023037
European Research Council
Grant: 10.3030/802998
Helse Sør-Øst RHF
Grant: 2018076
Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Grant: PZ00P3_193658
Norges Forskningsråd
Grant: 223273
NORMENT; Norwegian Centre for Mental Disorders Research
Canadian Institutes of Health Research
Grant: PJT-173554
National Institutes of Health
Grant: AG063843
Helse Sør-Øst RHF
Grant: 2022103
Helse Sør-Øst RHF
Grant: 2019101
Norges Forskningsråd
Grant: 249795
Genetic and phenotypic architecture of the ontogenetic determinants of severe mental illness
Norges Forskningsråd
Grant: 273345
From synapses to symptoms in maternal mental health during pregnancy and postpartum
Norges Forskningsråd
Grant: 298646
Improved personalized medicine through machine learning in mental disorders (IMPLEMENT)
Norges Forskningsråd
Grant: 300768
Swiss National Science Foundation
Grant: 193658
FemiLab: Women’s Brain Health Across The Lifespan
Canadian Institutes of Health Research
Grant: unidentified
unidentified
National Institutes of Health
Grant: 5R01AG063843-05
Impact of ovarian hormone suppression on regional and global brain architecture and cognition
European Commission
Grant: 802998
Brains and minds in transition: The dark side of neuroplasticity during sensitive life phases
Swiss National Science Foundation
Grant: 173554
Conférence de la Société Internationale de Sociologie des Religions (SISR) 'Religion, Coopération et Conflit dans des Sociétés Diversifiées'
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals