A comprehensive stroke risk assessment by combining atrial computational fluid dynamics simulations and functional patient data is a dataset published in Scientific Reports (2024). On theSindex it has a DataRank of 0.951, placing it in the top 21.2% of the data-sharing corpus. It has been cited 34 times, with 28 citing works in its 1-hop citation network. Its calibrated FAIR score is 6/100.
Ranks in the top 21% 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 for the dataset; the only identifiers are for the article and software.
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 datasets used and/or analysed during the current study are available from the corresponding author upon reasonable request.”
No repository is named; the data are held by the authors.
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, either 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 datasets used and/or analysed during the current study are available from the corresponding author upon reasonable request.”
The data availability statement points to a person (Colavizza category 1), not a repository record. [majority verdict 'partial' (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
“We consider a cohort of 8 patients: 4 control and 4 with history of stroke.”
The dataset description is given in running prose, not as an itemised inventory. [majority verdict 'partial' (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 datasets used and/or analysed during the current study are available from the corresponding author upon reasonable request.”
The 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 paper does not apply any explicit access-level label (e.g., open, restricted) to the dataset. [majority verdict 'no' (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
“The datasets used and/or analysed during the current study are available from the corresponding author upon reasonable request.”
The data are human subject data, and the only gatekeeper named is a natural person (the corresponding author). [majority verdict 'partial' (4/5 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
No statement about when the data become available or how long they persist.
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 dataset.
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 (e.g., MIAME, BIDS) is named for the dataset.
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'
“life x-cfd: an open-source computational fluid dynamics solver for cardiovascular applications. https://doi.org/10.5281/zenodo.7852089”— not found in the paper; verdict downgraded
The paper provides a DOI for the software used, which is a resource other than the study's own dataset. [downgraded to 'no' — no verifiable quote from the paper]
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 licence is assigned to the dataset; the CC-BY licence applies only to the article.
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 dataset.
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'
“life x-cfd: an open-source computational fluid dynamics solver for cardiovascular applications. https://doi.org/10.5281/zenodo.7852089”— not found in the paper; verdict downgraded
The study's own code (life x) is available with a DOI in a code repository. [downgraded to 'partial' — no verifiable quote from the paper] [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)
“A.Z., L.D., and A.Q. received funding from the Italian Ministry of University and Research (MIUR) within the PRIN (Research projects of relevant national interest) 2017 'Modeling the heart across the scales: from cardiac cells to the whole organ' Grant Registration number 2017AXL54F.”— not found in the paper; verdict downgraded
The paper includes specific grant numbers from named funders. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (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
“We solve the CFD problem using life x[76]...”— not found in the paper; verdict downgraded
The paper names specific software and instruments used to produce the data (e.g., life x, itk-SNAP, vmtk). [downgraded to 'partial' — no verifiable quote from the paper]
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
“We provide a definition of the hemodynamics features considered in this study. ... Flow Stasis (FS) = ... Time Averaged Wall Shear Stress (TAWSS) = ...”— not found in the paper; verdict downgraded
Variable definitions are provided inside the article, but no separate documentation object is stated to accompany the data. [downgraded to 'no' — no verifiable quote from the paper] [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
0.533
From this paper's citation signal
Citation Network Contribution
0.417
From 22 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 28 citers.
Ministero dell’Istruzione, dell’Universitá e della Ricerca
Grant: 2017AXL54F
U.S. Department of Health and Human Services | NIH | National Heart, Lung, and Blood Institute
Grant: T32 HL007024
U.S. Department of Health and Human Services | National Institutes of Health
Grant: T32 GM119998
U.S. Department of Health and Human Services | National Institutes of Health
Grant: 202232A8AN
U.S. Department of Health and Human Services | National Institutes of Health
Grant: R01HL166759
U.S. Department of Health and Human Services | National Institutes of Health
Grant: R01HL142496
Ministero dell'Istruzione dell'Università e della Ricerca
Grant: unidentified
unidentified
National Institutes of Health
Grant: 5T32HL007024-25
CARDIOVASCULAR EPIDEMIOLOGY INSTITUTIONAL TRAINING
National Institutes of Health
Grant: 5R01HL166759-03
Artificial intelligence analysis of atrial remodeling evolution in patients with atrial fibrillation: Towards optimal ablation strategies
National Institutes of Health
Grant: 5T32GM119998-02
Pre-Doctoral Training Program in Computational Medicine
National Institutes of Health
Grant: 5R01HL142496-04
Infarct-related Ventricular Tachycardia Mechanisms: From Micro to Clinical
Fondation Leducq
FWCI
9.54
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals