Implementing a Common Data Model in Ophthalmology: Mapping Structured Electronic Health Record Ophthalmic Examination Data to Standard Vocabularies is a dataset published in Ophthalmology Science (2024). On theSindex it has a DataRank of 0.241, placing it in the top 61.3% of the data-sharing corpus. It has been cited 4 times, with 1 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 61% 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 is given; the only identifier is the article's DOI.
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 authors and available on request.
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 text, so it cannot be cited as a reference or in body. [majority verdict 'no' (4/5 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 datasets analyzed in this study are derived from proprietary source data elements. We have provided descriptors, and the specific Cerner DTA (discrete task assay) and Concept CKI (Cerner Knowledge Index) details are available upon reasonable request to the corresponding author by other authorized users of the Cerner electronic health record.”
The statement points to a person (corresponding author) with a condition, not a repository record.
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
“All analyzed data elements with their corresponding OMOP standard concepts and match type are provided in Tables S2 and S3 (available at www.ophthalmologyscience.org).”— not found in the paper; verdict downgraded
The paper provides an itemised inventory of data elements in supplementary tables. [downgraded to 'partial' — no verifiable quote from the paper] [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 analyzed in this study are derived from proprietary source data elements. We have provided descriptors, and the specific Cerner DTA (discrete task assay) and Concept CKI (Cerner Knowledge Index) details are available upon reasonable request to the corresponding author by other authorized users of the Cerner electronic health record.”
The only route is a discretionary request to a person, not an unconditional open route.
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 datasets analyzed in this study are derived from proprietary source data elements. We have provided descriptors, and the specific Cerner DTA (discrete task assay) and Concept CKI (Cerner Knowledge Index) details are available upon reasonable request to the corresponding author by other authorized users of the Cerner electronic health record.”
The text describes an action (request to author) without labeling the access level. [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
“The datasets analyzed in this study are derived from proprietary source data elements. We have provided descriptors, and the specific Cerner DTA (discrete task assay) and Concept CKI (Cerner Knowledge Index) details are available upon reasonable request to the corresponding author by other authorized users of the Cerner electronic health record.”
The gatekeeper is the corresponding author, a natural person, not an institutional committee. [majority verdict 'partial' (3/5 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 sentence states 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 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
“Source eye examination data elements from the default Cerner Model Experience EHR and a local implementation of the Cerner Millennium EHR were extracted, classified into one of 8 subject categories, and mapped to the semantically closest standard concept in the OMOP CDM.”
OMOP CDM, LOINC, and SNOMED CT are community data standards applied to the data. [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 is given for any external resource (e.g., source dataset, database, or code) that the study's data depend on.
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 named for the dataset; the CC BY-NC-ND license applies to the article only.
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.
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 location is provided; the study only used third-party tools.
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)
“UL1TR001855”
Multiple award numbers are provided for the funding sources. [majority verdict 'yes' (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
“The first mapping iteration was performed with the Automated Terminology Harmonization, Extraction, and Normalization for Analytics (Athena) web application (v1.13.0.20.230130.1236 with OMOP vocabulary v5.0) and the USAGI software tool (v1.4.3).”
Specific tools and versions are named for producing the data. [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
“All analyzed data elements with their corresponding OMOP standard concepts and match type are provided in Tables S2 and S3”
The documentation (tables) is inside the article's supplementary material, not as a separate file travelling 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
0.241
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 →National Eye Institute
Grant: K23EY032985
National Eye Institute
Grant: P30EY029220
National Institutes of Health
Grant: P30EY022589
National Institutes of Health
Grant: DP5OD029610
National Institutes of Health
Grant: R01EY034146
National Institutes of Health
Grant: OT2OD032644
NLM NIH HHS
Grant: T15 LM011271
NCATS NIH HHS
Grant: UL1 TR001855
NEI NIH HHS
Grant: K23 EY033440
National Institutes of Health
Grant: 1P30EY029220-01
Center Core Grant for Vision Research
National Institutes of Health
Grant: 5K23EY033440-02
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National Institutes of Health
Grant: 1K23EY032985-01
Investigating the Development, Persistence, and Progression of Uveitis and Ocular Inflammation in the United States
National Institutes of Health
Grant: 1P30EY022589-01
Computational Ophthalmology
National Institutes of Health
Grant: 5DP5OD029610-03
Multi-modal Health Information Technology Innovations for Precision Management of Glaucoma
National Institutes of Health
Grant: 5R01EY034146-03
Multimodal Artificial Intelligence to Predict Glaucomatous Progression and Surgical Intervention
National Institutes of Health
Grant: 3UL1TR001855-06A1S1
Southern California Clinical and Translational Science Institute
National Institutes of Health
Grant: 3OT2OD032644-01S2
Bridge2AI: Salutogenesis Data Generation Project
National Center for Advancing Translational Sciences
Regeneron Pharmaceuticals
Research to Prevent Blindness
FWCI
2.17
Citation Percentile
0.9%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals