Cohort profile: the ECHO prenatal and early childhood pathways to health consortium (ECHO-PATHWAYS) is a dataset published in BMJ Open (2022). On theSindex it has a DataRank of 0.640, placing it in the top 31% of the data-sharing corpus. It has been cited 55 times, with 4 citing works in its 1-hop citation network. Its calibrated FAIR score is 15/100.
Ranks in the top 31% 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 (DOI, Handle, ARK, URN, or repository accession) is given for the dataset.
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 data utilised for this study are not publicly available but de-identified data may be available on request, subject to approval by the internal review board and under a formal data use agreement.”
No repository is named; the data are held by the authors and available on request from the corresponding author. [majority verdict 'no' (4/5 passes agreed)]
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 or link for the dataset appears anywhere in the paper, either in the body or in the reference list. [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 data utilised for this study are not publicly available but de-identified data may be available on request, subject to approval by the internal review board and under a formal data use agreement. Contact the corresponding author for more information.”
The data-availability statement points to a person (corresponding author) and a request process, which is Colavizza category 1 (available on request).
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 paper contains no itemised inventory (section, table, or list) of the dataset's files, records, or variables. [majority verdict 'no' (2/5 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 data utilised for this study are not publicly available but de-identified data may be available on request, subject to approval by the internal review board and under a formal data use agreement.”
The text gives a specified, followable access process (request with IRB approval and DUA) that carries a precondition, satisfying the partial definition. [majority verdict 'partial' (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 data utilised for this study are not publicly available but de-identified data may be available on request, subject to approval by the internal review board and under a formal data use agreement.”
The paper states the data are not publicly available but may be available on request, which implies a restricted access level but does not use an explicit label from the standard access-rights vocabulary. [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
“subject to approval by the internal review board and under a formal data use agreement.”
The paper names an institutional gatekeeper (the IRB) and a formal data use agreement, which is a class-1 institutional gatekeeper.
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 when the data become available or how long they persist; no temporal commitment is made.
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 token 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
No data or metadata community standard (e.g., MIAME, ISA-Tab, OBO ontology) is named; the standards mentioned are measurement instruments or reporting guidelines, not data standards.
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 is given; the paper cites external references but does not provide accessions, DOIs, or RRIDs for those resources.
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'
“This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license”
The CC BY-NC license is attached to the article, not to the data; no license for the data is named. [majority verdict 'no' (4/5 passes agreed)]
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 study population in this summary includes those consented into GAPPS-PW as of 31 December 2020.”
A date (31 December 2020) is given to pin the snapshot of the GAPPS-PW sample, satisfying the partial definition. [majority verdict 'partial' (3/5 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 code availability is mentioned; the study's own code is not offered through any 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)
“Research reported in this publication was supported by the ECHO-PATHWAYS consortium (NIH grants: UG300023271 and UH3OD023271), NIH grant P30ES007033 and NCATS/NIH grants: UL1 TR002319, KL2 TR002317 and TL1 TR002318.”
The paper provides specific award/grant numbers (e.g., UG300023271) attached to named funders, which is a class-1 artefact.
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
“Gene expression is assessed using whole-genome RNA sequencing”
The data production method is described generically without naming specific instruments, kits, or software versions. [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 2 Primary prenatal exposure measures in the ECHO-PATHWAYS consortium”
Variable definitions are provided inside the article in tables and footnotes, but no documentation object (e.g., README, codebook) is said to accompany the data. [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
0.604
From this paper's citation signal
Citation Network Contribution
0.0357
From 3 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.
Canadian Institutes of Health Research
Grant: MWG-146331
National Institutes of Health
Grant: P30ES007033
National Institutes of Health
Grant: R01ES016863
National Institutes of Health
Grant: R01ES25169
National Institutes of Health
Grant: UG300023271
National Institutes of Health
Grant: UH300023271
National Institutes of Health Office of Director
Grant: UG3OD023305
National Institutes of Health Office of Director
Grant: UH3OD023305
National Institute of Environmental Health Sciences
Grant: ZIA10331
Urban Child Institute
Grant: 1R01HL109977
Urban Child Institute
Grant: R01HL132338
Environmental Protection Agency
Grant: R83374101
Environmental Protection Agency
Grant: RD-83830001
Environmental Protection Agency
Grant: RD831697
Environmental Protection Agency
Grant: RD83479601
National Center for Advancing Translational Sciences
Grant: KL2 TR002317
National Center for Advancing Translational Sciences
Grant: TL 1 TR002318
National Center for Advancing Translational Sciences
Grant: UL 1 TR002319
NHLBI NIH HHS
Grant: R01 HL109977
NIH HHS
Grant: UG3 OD023271
NIEHS NIH HHS
Grant: R01 ES025169
NIH HHS
Grant: UH3 OD023271
Canadian Institutes of Health Research
Grant: unidentified
unidentified
National Institutes of Health
Grant: 5TL1TR002318-07
NRSA Training Core
National Institutes of Health
Grant: 5UG3OD023305-02
NYU Pediatric Obesity, Metabolism and Kidney Cohort Center
National Institutes of Health
Grant: 7R01HL132338-06
Maternal Traumatic Stress, Oxidative Stress, Antioxidant Exposures, and Child Asthma and Lung Function
National Institutes of Health
Grant: 3R01ES016863-05S1
The Infant Development and the Environmental Study (TIDES)
National Institutes of Health
Grant: 1ZIABC010331-22
Phospholipid and Sphingolipid Signaling in Drosophila
National Institutes of Health
Grant: 5UH3OD023271-06
Prenatal and Early Childhood Pathways To Health: An Integrated Model of Chemical and Social Exposures, Biological Mechanisms, and Sex-Specific Effects on Neurodevelopment and Respiratory Outcomes
National Institutes of Health
Grant: 3UL1TR002319-02S1
Transform Dissemination and Implementation Science in CTSA Programs
National Institutes of Health
Grant: 1ZIADK013039-04
Molecular modeling of soluble proteins
National Institutes of Health
Grant: 1KL2TR002317-01
Institute of Translational Health Sciences
National Institutes of Health
Grant: 5R01HL109977-04
Pregnancy Folate Status & Early Childhood Respiratory & Atopic Disease Outcomes
National Institutes of Health
Grant: 3R01ES025169-04S1
Phthalate Exposure and Gender-related Development
National Institutes of Health
Grant: 3P30ES007033-18S1
Center for Ecogenetics and Environmental Health
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals
Additional file 1 of Prenatal polycyclic aromatic hydrocarbon exposure and asthma at age 8–9 years in a multi-site longitudinal study
Additional file 1 of Prenatal polycyclic aromatic hydrocarbon exposure and asthma at age 8–9 years in a multi-site longitudinal study
Additional file 1 of RNAseqCovarImpute: a multiple imputation procedure that outperforms complete case and single imputation differential expression analysis
Additional file 1 of RNAseqCovarImpute: a multiple imputation procedure that outperforms complete case and single imputation differential expression analysis
Additional file 2 of RNAseqCovarImpute: a multiple imputation procedure that outperforms complete case and single imputation differential expression analysis
Additional file 2 of RNAseqCovarImpute: a multiple imputation procedure that outperforms complete case and single imputation differential expression analysis