Opportunities for Examining Child Health Impacts of Early-Life Nutrition in the ECHO Program: Maternal and Child Dietary Intake Data from Pregnancy to Adolescence is a dataset published in Current Developments in Nutrition (2023). On theSindex it has a DataRank of 0.579, placing it in the top 33.8% of the data-sharing corpus. It has been cited 10 times, with 4 citing works in its 1-hop citation network. Its calibrated FAIR score is 52/100.
Ranks in the top 34% 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://dash.nichd.nih.gov”
The paper provides a web address (URL) for the data, which is not a persistent identifier scheme (DOI, Handle, etc.). [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'
“NICHD's Data and Specimen Hub (DASH)”
The paper names NICHD's Data and Specimen Hub (DASH), a repository listed in re3data, as the holder of 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
“https://dash.nichd.nih.gov”
The dataset identifier (URL) appears only in the body text of the data-availability statement, not in the reference list. [majority verdict 'partial' (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
“Select deidentified data from the ECHO Program are available through NICHD's Data and Specimen Hub (DASH) ( https://dash.nichd.nih.gov ). Information on study data not available on DASH, such as some Indigenous datasets, can be found on the ECHO study DASH webpage ( https://dash.nichd.nih.gov/study/417122 ).”
The data-availability statement points to a repository record (DASH) with a link, 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
“TABLE 6 Number of ECHO cohort study sites (and individual participants) with nutrition-related variables derived from dietary intake data as of 31 August, 2022”
The paper includes a table (Table 6) that lists derived variables, constituting an itemized inventory of the dataset's content. [majority verdict 'yes' (4/5 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'
“Select deidentified data from the ECHO Program are available through NICHD's Data and Specimen Hub (DASH) ( https://dash.nichd.nih.gov ).”
The paper states the data are 'available through' a repository with no stated precondition, implying unconditional access. [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
“Select deidentified data from the ECHO Program are available through NICHD's Data and Specimen Hub (DASH) ( https://dash.nichd.nih.gov ).”
The paper does not use an explicit access-level label like 'open access' or 'publicly available', but it describes the action of accessing the data through DASH. [majority verdict 'partial' (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
“Select deidentified data from the ECHO Program are available through NICHD's Data and Specimen Hub (DASH) ( https://dash.nichd.nih.gov ).”
The paper does not name any gatekeeper, institutional or personal, for the data; it only states the data are available through DASH without describing any access control.
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 how long the data will remain available or gives a retention commitment. [majority verdict 'no' (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'
No file format for the released data is named anywhere in the paper.
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 (FAIRsharing-registered) is named; the paper mentions dietary indices but not standards for data representation.
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 non-own resource (e.g., accession, DOI, RRID) is given; the paper only cites references in the bibliography.
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 attached to the data; 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'
“as of 31 August, 2022”
The paper provides a date to pin the snapshot (data cut-off), but no version token.
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 paper does not mention code availability.
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)
“U2COD023375”
The paper lists multiple NIH award numbers, which are grant identifiers.
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
“Automated Self-Administered 24-Hour (ASA24) Dietary Assessment Tool”
The paper names specific instruments and tools used to produce the data, such as ASA24, Block FFQ, etc.
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 Dietary intake forms required or recommended for collection by ECHO cohort study sites according to the ECHO-wide Cohort Data Collection Protocol Version 2.1”
Variable definitions are provided inside the article (Table 1 describes the forms), but no documentation object accompanying the data is mentioned. [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
0.360
From this paper's citation signal
Citation Network Contribution
0.220
From 4 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 4 citers.
National Institutes of Health
Grant: U24OD023319
National Institutes of Health
Grant: U2COD023375
National Institutes of Health
Grant: U24OD023382
NIH HHS
Grant: UG3 OD035540
Office of Behavioral and Social Sciences Research
Grant: UH3OD023313
NIH HHS
Grant: UG3 OD035509
NIH HHS
Grant: UG3 OD035516
Office of Behavioral and Social Sciences Research
Grant: U24ES026539
Office of Behavioral and Social Sciences Research
Grant: U2CES026542
NIH HHS
Grant: UH3 OD023348
Office of Behavioral and Social Sciences Research
Grant: UH3OD023244
Office of Behavioral and Social Sciences Research
Grant: UH3OD023275
Office of Behavioral and Social Sciences Research
Grant: UH3OD023289
Office of Behavioral and Social Sciences Research
Grant: UH3OD023349
Office of Behavioral and Social Sciences Research
Grant: UG3/UH3OD023287
NIH HHS
Grant: UH3 OD023282
NIH HHS
Grant: UH3 OD035509
Office of Behavioral and Social Sciences Research
Grant: UH3OD023249
Office of Behavioral and Social Sciences Research
Grant: UH3OD023272
Office of Behavioral and Social Sciences Research
Grant: UH3OD023305
NIH HHS
Grant: UG3 OD023282
NIH HHS
Grant: UG3 OD023344
Office of Behavioral and Social Sciences Research
Grant: UH3OD023328
Office of Behavioral and Social Sciences Research
Grant: UH3OD023344
NIH HHS
Grant: UG3 OD023348
NIH HHS
Grant: UH3 OD023279
Office of Behavioral and Social Sciences Research
Grant: UH3OD023248
Office of Behavioral and Social Sciences Research
Grant: UH3OD023251
Office of Behavioral and Social Sciences Research
Grant: UH3OD023288
Office of Behavioral and Social Sciences Research
Grant: UH3OD023318
NCATS NIH HHS
Grant: UL1 TR004419
NIH HHS
Grant: UG3 OD023289
NIH HHS
Grant: UG3 OD035517
Office of Behavioral and Social Sciences Research
Grant: UH3OD023268
Office of Behavioral and Social Sciences Research
Grant: UH3OD023285
Office of Behavioral and Social Sciences Research
Grant: UH3OD023365
Office of Behavioral and Social Sciences Research
Grant: U2CES026533
NIH HHS
Grant: UG3 OD023279
Office of Behavioral and Social Sciences Research
Grant: UH3OD023253
Office of Behavioral and Social Sciences Research
Grant: UH3OD023271
Office of Behavioral and Social Sciences Research
Grant: UH3OD023286
Office of Behavioral and Social Sciences Research
Grant: UH3OD023290
Office of Behavioral and Social Sciences Research
Grant: UH3OD023320
Office of Behavioral and Social Sciences Research
Grant: UH3OD023332
Office of Behavioral and Social Sciences Research
Grant: UH3OD023337
Office of Behavioral and Social Sciences Research
Grant: UH3OD023342
Office of Behavioral and Social Sciences Research
Grant: UH3OD023347
Office of Behavioral and Social Sciences Research
Grant: UH3OD023389
Office of the Director
FWCI
2.40
Citation Percentile
0.9%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals