An image dataset for surveillance of personal protective equipment adherence in healthcare is a dataset published in Scientific Data (2025). On theSindex it has a DataRank of 0.165, placing it in the top 70.2% of the data-sharing corpus. It has been cited 2 times, with 1 citing works in its 1-hop citation network. Its calibrated FAIR score is 67/100.
Ranks in the top 70% 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.
“Yang, W. et al. R2ppe: Resuscitation room personal protective equipment dataset. Zenodo https://doi.org/10.5281/zenodo.13851664 (2024).”— not found in the paper; verdict downgraded
The dataset is deposited at Zenodo with a DOI. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (4/5 passes agreed)]
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 Zenodo 14.”
The paper names Zenodo, a curated repository that issues accessions and retains data, as the holder of the dataset.
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
“Yang, W. et al. R2ppe: Resuscitation room personal protective equipment dataset. Zenodo https://doi.org/10.5281/zenodo.13851664 (2024).”— not found in the paper; verdict downgraded
The dataset appears as a reference-list entry (reference 14), providing a bibliographic citation with a DOI. [downgraded to 'partial' — no verifiable quote from the paper]
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 Zenodo 14.”
The data-availability statement points to a repository record (Zenodo) with a DOI, which is a persistent link to the archived data.
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
“The R2PPE dataset at Zenodo 14 includes three folders: the images folder containing .png files, the annotations folder containing .json files and the videos folder containing the 26 simulation videos.”
The paper provides an itemised inventory of the dataset's contents, naming the folders and file types.
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 Zenodo 14.”
The paper provides a route to the data with no stated precondition; it is openly available at Zenodo.
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 Zenodo 14.”
The paper states the dataset is available at Zenodo, describing an access action but not labeling the access level with a standard vocabulary term.
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 does not name any gatekeeper because the data are openly available at Zenodo with no controlled access.
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 temporal commitment regarding the availability or persistence of the data. [majority verdict 'no' (4/5 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'
“the images folder containing .png files, the annotations folder containing .json files”
The dataset uses open, non-proprietary formats: PNG for images and JSON for annotations.
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
“We transformed these data into the Common Objects in Context (COCO) format”
The paper states that the data were transformed into the COCO format, a community standard for object detection tasks. [majority verdict 'yes' (3/5 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'
“Lin, T.-Y. et al. Microsoft coco: Common objects in context. In Computer Vision–ECCV 2014, https://doi.org/10.1007/978-3-319-10602-1_48 (2014).”— not found in the paper; verdict downgraded
The paper references the COCO dataset with a DOI. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (3/5 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'
The paper does not specify any license or terms of use for the dataset itself; the only license mentioned applies 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'
The paper does not provide a version token or date to pin the snapshot of the data. [majority verdict 'no' (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'
“All code used to generate and manipulate the dataset, as well as code used in the Technical Validation, is available in a Github repository (https://github.com/yangwanzhao/R2PPE-DATASET).”
The paper provides a machine-resolvable URL to the code repository on GitHub.
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 work was supported by the National Institute of Biomedical Imaging and Bioengineering under NIH award numbers R01LM011834 and R56EB032819.”
The paper provides specific grant numbers attached to a named funder.
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
“The simulation videos were uploaded to the V7 video annotation tool (https://www.v7labs.com/) at one frame per second.”— not found in the paper; verdict downgraded
The paper names the specific tool (V7 video annotation tool) used to produce the annotations. [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
“Table 1. Definitions and visual indicators for the 17 annotated classes of PPE adherence and nonadherence in the R2PPE dataset.”
The definitions of the data classes are provided inside the article (Table 1), but no documentation object is stated to accompany the data deposit. [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
0.165
From this paper's citation signal
Citation Network Contribution
0
From 0 citing papers with measurable signal
This paper's DataRank is currently driven only by its base citation score. None of the citing papers had measurable citation signal.
Learn more about DataRank methodology →U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering
Grant: R01LM011834
U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering
Grant: R56EB032819
NIBIB NIH HHS
Grant: R01 EB032819
Fields of Study
MeSH Terms
Keywords