Spectrum of Kidney Pathology in Patients With Syphilis is a dataset published in Kidney International Reports (2025). On theSindex it has a DataRank of 0.326, placing it in the top 52.5% of the data-sharing corpus. It has been cited 7 times, with 7 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 53% 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.
“Essentially all data is included in this manuscript. However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
No persistent identifier (DOI, Handle, accession) is assigned to the study's own 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'
“Essentially all data is included in this manuscript. However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
No repository is named as the holder; the data are held by the authors within the manuscript.
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
“Essentially all data is included in this manuscript. However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
No identifier for the dataset appears anywhere in the paper; the data availability statement lacks a persistent identifier.
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
“Essentially all data is included in this manuscript. However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
The statement points to the article itself (Colavizza category 2) and to a person (category 1), not to a repository record. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (4/5 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 total of 102 patients with syphilis who underwent a native kidney biopsy were identified.”— not found in the paper; verdict downgraded
The dataset's extent is described in running prose, not in an itemised inventory. [downgraded to 'no' — no verifiable quote from the paper] [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'
“However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
The only route offered is a discretionary request to a person, which is not a followable access route. [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
“However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
The paper describes an action (emailing the author) but does not label the access level with a standard vocabulary term. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (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
“However, any questions can be addressed to the corresponding author at [email protected].”— not found in the paper; verdict downgraded
The only gatekeeper named is a natural person (the corresponding author), not an institutional body. [downgraded to 'no' — no verifiable quote from the paper]
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 timeline for availability or retention of the data. [majority verdict 'no' (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
No community standard (e.g., MIAME, an ontology) 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 (e.g., a database accession or software DOI) 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'
No license is stated for the data; the article's CC BY-NC-ND license applies to the paper, not 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'
No version token or date is provided to identify a specific 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 availability statement or locator is given.
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)
“Research reported in this publication was supported by the National Institute on Diabetes and Digestive and Kidney Diseases of the National Institutes of Health under Award Number R44DK130702-03 (to AJS, CL, and TNC).”
A grant number is provided alongside the funder name. [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
“Paraffin immunofluorescence was performed for NDNF as follows: formalin-fixed paraffin-embedded tissue sections at 4 μm thickness were deparaffinized, followed by antigen retrieval with proteinase K for 10 minutes. Sections were incubated with rabbit polyclonal antihuman NDNF aa 80-109 antibody at 1:100 (LSBio, Newark, CA, catalog # LS-C168140) for 30 minutes at room temperature and washed with phosphate-buffered saline. Rhodamine red X-conjugated goat antirabbit IgG secondary antibody (Jackson Immunoresearch, West Grove, PA, catalog # 111-295-144) was added at 1:100 for 30 minutes, followed by phosphate-buffered saline washing and coverslipping with aqueous mounting media.”
The methods section names specific antibodies, catalog numbers, and kits used to generate the data. [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
“Table 1 Demographics and clinical parameters of patients with kidney disease in the setting of syphilis”
Variable definitions are provided within the article's tables, not as a separate documentation object shipped with the data. [majority verdict 'partial' (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
0.312
From this paper's citation signal
Citation Network Contribution
0.0141
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 7 citers.
National Institutes of Health
Grant: R44DK130702-03
National Institutes of Health
Grant: 2R44DK130702-02
Development of a Precision Medicine-based Diagnostic Tool for Membranous Nephropathy
National Institute of Diabetes and Digestive and Kidney Diseases
Nature Conservancy
FWCI
4.19
Citation Percentile
0.9%
Citation Trend
Fields of Study
Keywords