HVSMR-2.0: A 3D cardiovascular MR dataset for whole-heart segmentation in congenital heart disease is a dataset published in Scientific Data (2024). On theSindex it has a DataRank of 0.605, placing it in the top 32.6% of the data-sharing corpus. It has been cited 13 times, with 12 citing works in its 1-hop citation network. Its calibrated FAIR score is 71/100.
Ranks in the top 33% 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.
“https://doi.org/10.6084/m9.figshare.c.7074755.v2”
The paper provides a DOI for the dataset, which is a persistent identifier scheme.
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 dataset is available at figshare”
The paper identifies figshare as the repository holding the data.
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
“Pace, D. F. et al. HVSMR-2.0: A 3D cardiovascular MR dataset for whole-heart segmentation in congenital heart disease. figshare https://doi.org/10.6084/m9.figshare.c.7074755.v2 (2024).”— not found in the paper; verdict downgraded
The dataset appears as a reference-list entry, fully cited in the bibliography. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 passes agreed)]
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 dataset is available at figshare at https://doi.org/10.6084/m9.figshare.c.7074755.v2”
The Data Records section gives a persistent link to a repository record, which is Colavizza category 3. [majority verdict 'yes' (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
“Data Records”
The paper has a dedicated section heading that itemises the dataset files and structure. [majority verdict 'yes' (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 dataset is available at figshare at https://doi.org/10.6084/m9.figshare.c.7074755.v2”
The paper provides a direct link to the data with no stated precondition such as registration, embargo, or application.
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 dataset is available at figshare at https://doi.org/10.6084/m9.figshare.c.7074755.v2”
The paper states the data is available at a repository link but does not label it with a standard access-rights term such as '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 IRB determined that the sharing of these 60 deidentified CMR scans and associated metadata via an open license is not inconsistent with the IRB’s approval”— not found in the paper; verdict downgraded
The data are deidentified and shared openly; no institutional gatekeeper is named.
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 dataset is available at figshare at https://doi.org/10.6084/m9.figshare.c.7074755.v227”
The paper states the dataset is available now but does not specify how long it will persist, making it an availability-timing statement only. [majority verdict 'partial' (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'
“All images and segmentations are in the Neuroimaging Informatics Technology Initiative (NIfTI) format.”
NIfTI is an open, community-standard format for neuroimaging 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, such as MIAME, BIDS, or an ontology, is named in the paper.
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 a resource other than the paper's own dataset (e.g., another accession, DOI, or RRID) is provided in the text. [majority verdict 'no' (4/5 passes agreed)]
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'
“sharing of these 60 deidentified CMR scans and associated metadata via an open license”
The paper mentions an 'open license' but does not name the specific standard license (e.g., CC0, CC BY) for 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'
“https://doi.org/10.6084/m9.figshare.c.7074755.v2”
The DOI includes a version suffix 'v2', indicating a specific snapshot of the dataset. [majority verdict 'yes' (4/5 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 custom code has been made available.”
The paper explicitly states that no custom code is provided.
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)
“This project was supported by NIH NIBIB P41EB015902, NIH NHLBI R01HL149807”
The paper provides specific grant numbers under the named funder NIH.
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
“3D CMR images were acquired in an axial view on a clinical 1.5 T scanner (Philips Achieva)”
The paper names the specific instrument (Philips Achieva) used to acquire the images. [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 2. Ground truth definitions of each cardiac structure and their optional zones.”
Variable definitions are provided inside the article in a table, not in a separate documentation file shipped with the data. [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
0.396
From this paper's citation signal
Citation Network Contribution
0.210
From 8 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 12 citers.
U.S. Department of Health & Human Services | NIH | National Institute on Aging
Grant: R56AG064027
U.S. Department of Health & Human Services | NIH | National Institute on Aging
Grant: R01AG064027
U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke
Grant: R01NS105820
Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada
Grant: CGS-D
U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering
Grant: P41EB015902
U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute
Grant: R01HL149807
American Heart Association
Philips
U.S. Department of Health & Human Services | NIH | National Institute on Aging
U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering
Wistron Corporation
Charles H. Hood Foundation
Harvard Catalyst
Boston Children's Hospital Translational Research Program Boston Children's Hospital Office of Faculty Development
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals