The longitudinal associations between bone mineral density and appendicular skeletal muscle mass in Chinese community-dwelling middle aged and elderly men is a dataset published in PeerJ (2021). On theSindex it has a DataRank of 0.585, placing it in the top 33.6% of the data-sharing corpus. It has been cited 10 times, with 9 citing works in its 1-hop citation network. Its calibrated FAIR score is 21/100.
Ranks in the top 34% 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.
“Supplemental Information 1 ... 10.7717/peerj.10753/supp-1”— not found in the paper; verdict downgraded
The supplementary files are identified by DOIs, which are persistent identifiers in a recognised scheme. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
The data are held in the journal's supplementary material, which is a non-repository host. [downgraded to 'no' — no verifiable quote from the paper]
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
“Supplemental Information 1 ... 10.7717/peerj.10753/supp-1”— not found in the paper; verdict downgraded
The dataset's identifiers (DOIs) appear in the body text of the Supplemental Information section, not in the reference list. [downgraded to 'no' — no verifiable quote from the paper]
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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
The statement points to the article's supplementary material, which is Colavizza category 2. [downgraded to 'no' — no verifiable quote from the paper]
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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
The dataset's content is stated only in a running prose sentence, not in an itemised inventory. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (4/5 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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
The data are stated to be available in the supplementary files with no precondition. [downgraded to 'partial' — no verifiable quote from the paper]
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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
The paper describes the action to obtain the data but does not use an explicit access-level label. [downgraded to 'no' — no verifiable quote from the paper]
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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
No gatekeeper of any kind is named for the human-subject data; they are openly available.
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 raw measurements are available in the Supplementary Files.”— not found in the paper; verdict downgraded
The paper states the data are available now but makes no commitment to how long they will persist. [downgraded to 'no' — no verifiable quote from the paper]
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
No data or metadata community standard (FAIRsharing-registered) is named for the 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'
No identifier for an external resource (source dataset, reference database, code) is provided.
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 Creative Commons Attribution License is stated for the article, not for the data separately; the instruction explicitly forbids crediting the CC-BY footer for the data. [majority verdict 'no' (3/5 passes agreed)]
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'
Neither a version token nor a date is given to identify the snapshot of the 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'
No code locator is provided; the study's own code is not made available.
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)
“National Natural Science Foundation of China (81770878)”
Award numbers are attached to named funders.
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
“Body composition and BMD (g/cm 2 ) were measured using a DXA scanner (HOLOGIC, model: discovery A).”
The specific instrument (HOLOGIC DXA scanner) is named as the tool that produced the data. [majority verdict 'yes' (3/5 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
“Table 1 presents the basic characteristics, anthropometric measurements, and regional and total body muscles ... and BMDs of the study population.”— not found in the paper; verdict downgraded
Variable definitions are provided in tables inside the article, not in a separate documentation object shipped with the data. [downgraded to 'no' — no verifiable quote from the paper] [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
0.360
From this paper's citation signal
Citation Network Contribution
0.225
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 9 citers.
National Natural Science Foundation of China
Grant: 81770878
Guangzhou Planed Project of Science, Technology
Grant: 201604030007
National Institutes of Health
Grant: R01AR057049, R01AR059781, R01MH107354, R01MH104680, R01GM109068, U19AG055373, R01AR069055
Special fund of Summit plan
Grant: 2019A010
Guangdong Basic and Applied Basic Research Fund
Grant: 2019A1515110463
Special fund of Summit plan
Grant: 2019C011
NIAMS NIH HHS
Grant: R01 AR059781
NIGMS NIH HHS
Grant: R01 GM109068
NIMH NIH HHS
Grant: R01 MH104680
NIMH NIH HHS
Grant: R01 MH107354
NIA NIH HHS
Grant: U19 AG055373
NIAMS NIH HHS
Grant: R01 AR069055
NIAMS NIH HHS
Grant: R01 AR057049
National Institutes of Health
Grant: 5R01AR059781-02
Epigenomewide DNA Methylation Study for Osteoporosis Risk
National Institutes of Health
Grant: 1R01AR069055-01A1
Decoding Methylation Mediated Epigenomic Contributions to Male Osteoporosis
National Institutes of Health
Grant: 5R01MH107354-03
Integration of fMRI imaging, genomics, network and biological knowledge
National Institutes of Health
Grant: 5R01MH104680-03
Integration of brain imaging with genomic and epigenomic data
National Institutes of Health
Grant: 5R01AR057049-06
Identification of Proteins Important for Male Osteoporosis
National Institutes of Health
Grant: 5R01GM109068-04
Integration of multiscale genomic data for comprehensive analysis of complex dise
National Institutes of Health
Grant: 5U19AG055373-04
Trans-omics integration of multi-omics studies for male osteoporosis
FWCI
0.80
Citation Percentile
0.7%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals