Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos is a dataset published in BMC Nephrology (2021). On theSindex it has a DataRank of 0.409, placing it in the top 45% of the data-sharing corpus. It has been cited 5 times, with 5 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 45% 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 string for the dataset occurs in the text.
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; the data are held by the corresponding author only.
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 dataset appears anywhere in the paper, neither in the reference list nor in the 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 analyzed during the current study are not publicly available due confidentiality but are available from the corresponding author on reasonable request.”
The data availability statement points to a person (Colavizza category 1), not a repository record, so it is partial.
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
“Data from 13,006 participants aged 18 to 74 years in the Hispanic Community Health Study/Study of Latinos (HCHS/SOL) without viral hepatitis, excessive alcohol consumption, or high transferrin saturation levels were analyzed.”
The dataset's content is described in running prose only, without an itemised inventory of files or variables, so it is partial. [majority verdict 'partial' (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 data analyzed during the current study are not publicly available due confidentiality but are available from the corresponding author on reasonable request.”
The only access route is a discretionary request to a person, which is not a followable route and thus scores no.
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 analyzed during the current study are not publicly available due confidentiality but are available from the corresponding author on reasonable request.”
The paper does not apply an explicit access-level label from the standard vocabulary, but it describes an access action (request from corresponding author), so it qualifies as partial. [majority verdict 'partial' (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
“available from the corresponding author on reasonable request”
The gatekeeper is a natural person (the corresponding author), not an institutional committee or repository, so it is partial.
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
No sentence mentions persistence or availability timing for this study's 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 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 for data or metadata (e.g., MIAME, ISA-Tab) is named; the paper uses only clinical definitions, not a registered standard.
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 (accession, DOI, RRID) for an external resource (e.g., HCHS/SOL dataset, reference genome) is given in the text.
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 Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.”
The license statement applies to data made available in the article, not to the study's own dataset (which is not publicly available), so no license is attached to the dataset. [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 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'
No code availability statement appears; only third-party software (SAS 9.4) is mentioned.
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)
“Celestin Missikpode was supported by the National Heart, Lung, and Blood Institute (NHLBI)(T32-HL125294) and diversity supplement.”
A specific grant number (T32-HL125294) is attached to a named funder, so it is yes.
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
“HCHS/SOL measured serum creatinine on a Roche Modular P Chemistry Analyzer using a creatinase enzymatic method (Roche Diagnostics, Indianapolis, IN 46250), and serum cystatin C was measured using a turbidimetric method on the Roche Modular P Chemistry Analyzer (Gentian AS, Moss, Norway).”— not found in the paper; verdict downgraded
The text names specific instruments (Roche Modular P Chemistry Analyzer) used to produce the data, qualifying as yes. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (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
“Characteristics of HCHS/SOL Population (2008–2011) by Presence of Elevated Serum Aminotransferase Levels ( n = 13,006)”— not found in the paper; verdict downgraded
Variable definitions are provided inside the article (Table 1) rather than in a separate documentation object shipped with the data, so it is partial. [downgraded to 'no' — no verifiable quote from the paper]
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
0.269
From this paper's citation signal
Citation Network Contribution
0.140
From 3 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 5 citers.
NHLBI NIH HHS
Grant: N01 HC065233
NHLBI NIH HHS
Grant: N01 HC065235
NHLBI NIH HHS
Grant: N01 HC065234
NHLBI NIH HHS
Grant: N01 HC065237
NHLBI NIH HHS
Grant: N01 HC065236
NHLBI NIH HHS
Grant: T32 HL125294
National Institutes of Health
Grant: 5T32HL125294-05
Training in CVD Epidemiology & Related Chronic Diseases in Minority Populations
National Institutes of Health
Grant: N01HC065233-001
HISPANIC COMMUNITY HEALTH STUDY-268065233
FWCI
0.52
Citation Percentile
0.6%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals
Additional file 1 of Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos
Additional file 1 of Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos
Additional file 2 of Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos
Additional file 2 of Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos
Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos
Association of elevated serum aminotransferase levels with chronic kidney disease measures: hispanic community health study/study of latinos