Data harmonization framework for neonatal hypoxic-ischemic encephalopathy studies is a dataset published in JAMIA Open (2025). On theSindex it has a DataRank of 0.104, placing it in the top 77.8% of the data-sharing corpus. It has been cited 1 time, with 1 citing works in its 1-hop citation network. Its calibrated FAIR score is 71/100.
Ranks in the top 78% 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.
“https://github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0/results”
The paper provides a web address (GitHub URL) for the data, not a persistent identifier in a recognized PID scheme (DOI, Handle, ARK, or repository accession).
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 public repository https://github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0/results”
The named holder is GitHub, a code-hosting platform not listed as a curated data repository in re3data/FAIRsharing; 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
“can be found at the public repository https://github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0/results”
The dataset identifier (GitHub URL) appears only in the body text (Data availability section), not as a reference-list entry.
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 definition of the metadata and the data dictionary of the framework is maintained as spreadsheets and REDCap format and can be found in Supplementary Material S1, S2, and S4 . With the separation of Datasets, Software, and Results, the Results, including the definition of the metadata and the data dictionary of the framework, and the statistical analysis results, are licensed under CC BY 4.0 and can be found at the public repository https://github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0/results . The LH dataset and the OC dataset have been released to the public.”— not found in the paper; verdict downgraded
The statement points to the article's supplementary material and a GitHub repository link, not to a repository record with an accession or DOI; this maps to Colavizza category 2 (data in article/supplement) and a link, so partial. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (2/5 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
“Table 2. Excerpts of the data dictionary.”
The paper includes a table (Table 2) that itemises variables from the data dictionary, constituting an itemised inventory of the dataset.
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 Results, including the definition of the metadata and the data dictionary of the framework, and the statistical analysis results, are licensed under CC BY 4.0 and can be found at the public repository https://github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0/results”
The data are stated to be publicly available at a GitHub repository with no precondition (no embargo, registration, or application required). [majority verdict 'yes' (4/5 passes agreed)]
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 Results, including the definition of the metadata and the data dictionary of the framework, and the statistical analysis results, are licensed under CC BY 4.0 and can be found at the public repository https://github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0/results”
The paper applies the access-level label 'public repository' and the open licence CC BY 4.0 to its own data. [majority verdict 'yes' (3/5 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 paper's own data (harmonized dictionary and results) are not sensitive and are publicly available; no gatekeeper of any kind is named for this study's data.
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 mention how long the data will be retained or any persistence commitment; it only states the data are available now. [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 paper does not name any file format for the released data; it refers to 'spreadsheets' and 'REDCap format' without specifying open or proprietary tokens.
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, ISA-Tab, an ontology) is named as applied to the paper's own data; the discussion of OMOP and CDE is for future work or other datasets. [majority verdict 'no' (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'
“NCT00614744”
The paper includes the trial registration number NCT00614744, which is an identifier for a resource other than the paper's own dataset. [majority verdict 'yes' (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'
“licensed under CC BY 4.0”
The paper explicitly states that the results are licensed under CC BY 4.0, an open standard licence.
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'
“We use semantic versioning for different versions of the data harmonization framework.”
A version token (v1.1.0) is used in the GitHub URL and semantic versioning is stated. [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'
“https://www.github.com/i3-research/COMBINE-harmonizer/tree/v1.1.0”
The code is available at a GitHub repository URL, which is a machine-resolvable locator.
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)
“R61NS126792”
The paper provides the grant number R61NS126792 from the National Institutes of Health.
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
“Variables were first categorized by chronological stages and then by medical topics. We created a dictionary to harmonize variable names and value coding.”
The production of the harmonized data is described in generic terms without naming specific instruments or software versions. [majority verdict 'partial' (2/5 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 definition of the metadata and the data dictionary of the framework is maintained as spreadsheets and REDCap format and can be found in Supplementary Material S1, S2, and S4 .”
The variable definitions are provided inside the article's supplementary material, not as a separate documentation object shipped with the data; this is partial (inside the article). [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
0.104
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 Institute of Health
Grant: R61NS126792
NICHD NIH HHS
Grant: U24 HD095254
NINDS NIH HHS
Grant: R33 NS126792
NICHD NIH HHS
Grant: U01 HD036790
National Institutes of Health
Grant: 5U10HD068244-05
Clinical Center for NICHD/Neonatal Research Network
National Institutes of Health
Grant: 5U10HD053119-02
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5U10HD021364-24
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 1U10HD053124-01
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5U10HD036790-18
Neonatal Research Network Data Coordinating Center (DCC)
National Institutes of Health
Grant: 5U10HD027904-12
Multicenter Network of Neonatal Intensive Care Units
National Institutes of Health
Grant: 1U10HD040689-01
MULTICENTER NETWORK OF NEONATAL INTENSIVE CARE UNITS
National Institutes of Health
Grant: 5U10HD040492-05
MULTICENTER NETWORK OF NEONATAL INTENSIVE CARE UNITS
National Institutes of Health
Grant: 5U10HD068284-02
The Children's Mercy-Truman-UMKC Center: A New Addition for the Next 5 Years
National Institutes of Health
Grant: 3U10HD021373-18S1
Multicenter Network of Neonatal Intensive Care Units
National Institutes of Health
Grant: 5U10HD027853-15
Multicenter Network of Neonatal Intensive Care Units
National Institutes of Health
Grant: 5U10HD027851-07
MULTICENTER NETWORK OF NEONATAL INTENSIVE CARE UNITS
National Institutes of Health
Grant: 5U10HD068278-05
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5U10HD053089-03
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5UL1TR001117-03
Duke CTSA (Composite)
National Institutes of Health
Grant: 1U10HD068263-01
Rochester-Buffalo Neonatal Research Group
National Institutes of Health
Grant: 5R61NS126792-03
Consortium Of MRI Biomarkers In Neonatal Encephalopathy (COMBINE)
National Institutes of Health
Grant: 5U10HD053109-04
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 1U10HD068270-01
NICHD Cooperative Multicenter Neonatal Research Network - UCLA
National Institutes of Health
Grant: 5U10HD027871-19
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5U10HD027856-19
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5U10HD027880-24
NICHD Cooperative Multicenter Neonatal Research Network
National Institutes of Health
Grant: 5U10HD034216-07
MULTICENTER NETWORK OF NEONATAL INTENSIVE CARE UNITS
National Institutes of Health
Grant: 5U10HD021385-20
Multicenter Network of Neonatal Intensive Care Units
FWCI
4.12
Citation Percentile
0.9%
Citation Trend
Fields of Study
Keywords