The Study of the Epidemiology of Pediatric Hypertension Registry (SUPERHERO): rationale and methods is a dataset published in American Journal of Epidemiology (2024). On theSindex it has a DataRank of 0.253, placing it in the top 59.6% of the data-sharing corpus. It has been cited 4 times, with 4 citing works in its 1-hop citation network. Its calibrated FAIR score is 33/100.
Ranks in the top 60% 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.
No persistent identifier string (DOI, Handle, ARK, repository accession) is given for the dataset.
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'
“We will share all appropriate data acquisition, management, and analysis code and de-identified aggregate and patient-level data in our GitHub repository”
GitHub is a code repository but not a dedicated data repository listed in re3data; it is a non-repository host.
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, including the reference list.
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
“We will share all appropriate data acquisition, management, and analysis code and de-identified aggregate and patient-level data in our GitHub repository, in line with national and international recommendations. We will publish interactive de-identified aggregate data on our website. We will make each data set publicly available once the corresponding analysis has been published.”
The statement points to GitHub and a website, not to a repository record with an accession or persistent identifier. [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
“Phase 1.1 data included the index date month and year; calculated age (index visit date minus birth date); sex; gender; race and ethnicity (as recorded in the EHR); insurance status (government-sponsored, commercially provided, self-pay, other); dummy-coded clinic and provider names; provider type (physician, advanced practice provider); provider subspecialty (nephrology, cardiology, other); height; weight; BP; and ICD-10 codes that were linked as visit diagnoses to the index visit encounter.”
The data content is described in running prose, not as an itemized inventory with a section heading or table. [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'
“We will make each data set publicly available once the corresponding analysis has been published.”
Access is conditional on publication of the analysis, a specified followable precondition.
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
“We will make each data set publicly available once the corresponding analysis has been published.”
The paper states the data will be 'publicly available', which is a natural-language label for open access.
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 paper plans to make de-identified data publicly available and names no gatekeeper.
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
“We will make each data set publicly available once the corresponding analysis has been published.”
Only availability timing is given; no persistence commitment.
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'
“CSV, comma separated value”
CSV is an open, community-standard format.
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
“International Classification of Diseases, 10th Revision (ICD-10) code–defined hypertension disorder”
ICD-10 is a community standard for diagnoses, registered in FAIRsharing. [majority verdict 'yes' (4/5 passes agreed)]
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., another dataset, database, or 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'
No license is stated for the data; the CC BY-NC license applies to the article, not the 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 is given for the dataset (only phase identifiers for the study design). [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'
“We will share all appropriate data acquisition, management, and analysis code and de-identified aggregate and patient-level data in our GitHub repository, in line with national and international recommendations.”
The paper names GitHub but does not provide a resolvable URL or DOI for the code. [majority verdict 'partial' (4/5 passes agreed)]
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)
“grant UL1TR001420”
Multiple award/grant numbers are provided with 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
“Python (Python Software Foundation) and SAS (SAS Institute) are used to visualize and check the data, and generate reports, and the latest versions of R (R Foundation), SAS, and SAS Enterprise Guide are used for all analyses.”
Specific software tools are named for data processing. [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
“The coordinating site develops and standardizes phase-specific, biomedical informatics Structured Query Language (SQL) scripts in the Epic EHR with corresponding data dictionaries”
Data dictionaries are mentioned but not said to accompany the deposited data; variable definitions are primarily inside the article. [majority verdict 'partial' (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
0.241
From this paper's citation signal
Citation Network Contribution
0.0111
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 4 citers.
National Institutes of Health (NIH) National Center for Advancing Translational Sciences
Grant: UL1TR001420
NIH National Heart, Lung, and Blood Institute
Grant: K23-HL148394
NIH National Heart, Lung, and Blood Institute
Grant: R01-HL146818
NIH National Heart, Lung, and Blood Institute
Grant: L40-HL148910-2
NIH National Institute of Diabetes and Digestive and Kidney Diseases
Grant: R01-DK131091
National Heart, Lung, and Blood Institute
Grant: R01-HL162912
NHLBI NIH HHS
Grant: K23 HL148394
NHLBI NIH HHS
Grant: R01 HL162912
NIDDK NIH HHS
Grant: R01 DK131091
NCATS NIH HHS
Grant: UL1 TR001863
NCATS NIH HHS
Grant: TL1 TR003136
NHLBI NIH HHS
Grant: L40 HL148910
NHLBI NIH HHS
Grant: R01 HL146818
Canadian Institutes of Health Research
Grant: unidentified
unidentified
National Institutes of Health
Grant: 5K23HL148394-02
The role of angiotensin-(1-7) in hypertension and hypertension-induced heart and kidney damage
National Institutes of Health
Grant: 5R01DK131091-03
A Pilot Study of Transcutaneous Auricular Vagus Nerve Stimulation for the Treatment of Idiopathic Nephrotic Syndrome in Children
National Institutes of Health
Grant: 1R01HL146818-01A1
Uric Acid, Klotho and Salt Sensitivity in Young Adults Born Preterm
National Institutes of Health
Grant: 5R01HL162912-02
Kids: Nocturnal Investigation into Glomerular Disease, Hypertension, and Transcriptomics (kNIGHT)
National Institutes of Health
Grant: 1UL1TR001420-01
Wake forest Clinical and Translational Science Award
Canadian Institutes of Health Research and Kidney Foundation of Canada
Wake Forest University School of Medicine Clinical and Translational Science Institute and Atrium Health Translational Research Initiative Joint Pilot Project Award
Wake Forest University School of Medicine Clinical and Translational Science Institute and Atrium Health Translational Research Initiative Joint Pilot Project Award
Canadian Institutes of Health Research and Kidney Foundation of Canada
FWCI
1.19
Citation Percentile
0.8%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals