Correspondence Between Perceived Pubertal Development and Hormone Levels in 9-10 Year-Olds From the Adolescent Brain Cognitive Development Study is a dataset published in Frontiers in Endocrinology (2021). On theSindex it has a DataRank of 2.6, placing it in the top 8.3% of the data-sharing corpus. It has been cited 125 times, with 96 citing works in its 1-hop citation network. Its calibrated FAIR score is 63/100.
Ranks in the top 8% 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.
“10.15154/1504041”
The paper provides a DOI for the data used, which is a persistent identifier scheme. [majority verdict 'yes' (3/5 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'
“NIMH Data Archive (NDA)”
The paper names the NIMH Data Archive as the repository holding the data. [majority verdict 'yes' (3/5 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
“Data from 11,875 of these subjects came from the ABCD 2.0.1 data release ( DOI: 10.15154/1504041), which included baseline data (i.e., cross- sectional).”
The dataset identifier appears in the body text, not as a reference-list entry. [majority verdict 'partial' (3/5 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 presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: Data used in the preparation of this article were obtained from the Adolescent Brain Cognitive Development (ABCD) Study SM (https:// abcdstudy.org), held in the NIMH Data Archive (NDA). This is a multisite, longitudinal study designed to recruit more than 10,000 children aged 9–10 and follow them over 10 years into early adulthood. ... The ABCD data used in this report came from 10.15154/1504041.”— not found in the paper; verdict downgraded
The statement points to a repository with a DOI, fitting Colavizza category 3 (link to archived data in a public repository). [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 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
The paper does not provide an itemized inventory of the study's own dataset. [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 datasets presented in this study can be found in online repositories.”
The access route is stated without any precondition such as registration, embargo, or application. [majority verdict 'yes' (3/5 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 datasets presented in this study can be found in online repositories.”
The paper describes the access action (data can be found in online repositories) but does not label the access level with a standard term. [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
The paper does not name any gatekeeper for sensitive data; it simply states the data are available in online repositories.
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 any timing or persistence commitment for the data.
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 mentioned 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, BIDS) is named; the Pubertal Development Scale is a measurement instrument, not a data standard.
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'
“10.15154/1504041”
The paper provides a DOI for the ABCD data release, which is a qualified reference to a resource other than the paper's own data. [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'
No license for the data is mentioned; the CC BY license applies to the article only. [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'
“ABCD 2.0.1 data release”
A version token (2.0.1) is given for the data snapshot. [majority verdict 'yes' (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 locator is provided; only generic software names are mentioned.
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)
“U01DA041022”
Multiple award numbers are given (e.g., U01DA041022). [majority verdict 'yes' (4/5 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
“All hormones were assayed in duplicate within a single day to avoid multiple freeze-thaw cycles (testosterone and DHEA in males and females, and 17- b estradiol in females only) using commercially available immunoassays specifically designed for use with saliva without modification to the manufacturers recommended protocol (Salimetrics).”— not found in the paper; verdict downgraded
The text names specific instruments/assays (Salimetrics immunoassays) and software (R, GFA package) used to produce the data. [downgraded to 'partial' — no verifiable quote from the paper]
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
No documentation object (README, codebook) is named as accompanying the data. [majority verdict 'no' (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
0.725
From this paper's citation signal
Citation Network Contribution
1.9
From 72 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 96 citers.
National Institute of Mental Health
Grant: K01MH108761
National Institutes of Health
Grant: K01AA026889
National Institutes of Health
Grant: U01DA041022, U01DA041028, U01DA041048, U01DA041089, U01DA041106, U01DA041117, U01DA041120, U01DA041134, U01DA041148, U01DA041156, U01DA041174, U01DA041025, U24DA041123, U24DA041147
NIDA NIH HHS
Grant: U01 DA041117
NIDA NIH HHS
Grant: U01 DA041134
NIDA NIH HHS
Grant: U01 DA041148
NIDA NIH HHS
Grant: U01 DA041120
NIDA NIH HHS
Grant: U01 DA041089
NIDA NIH HHS
Grant: U01 DA041174
NIDA NIH HHS
Grant: U01 DA041028
NIDA NIH HHS
Grant: U24 DA041123
NIDA NIH HHS
Grant: U01 DA041022
NIDA NIH HHS
Grant: U01 DA041048
NIDA NIH HHS
Grant: U01 DA041025
NIDA NIH HHS
Grant: U01 DA041106
NIDA NIH HHS
Grant: U01 DA041156
NIDA NIH HHS
Grant: U24 DA041147
National Institutes of Health
Grant: 3U01DA041148-04S1
ABCD-USA Consortium: Research Project
National Institutes of Health
Grant: 1K01MH108761-01A1
The Influence of Fetal Testosterone on Emotional Processing, Amydala Neurocircuitry, and Risk for Affective Disorders in Childhood
National Institutes of Health
Grant: 5U01DA041025-07
11/21 ABCD-USA Consortium: Research Project Site at UWM
National Institutes of Health
Grant: 5U01DA041106-11
9/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U MICHIGAN
National Institutes of Health
Grant: 5U01DA041120-03
ABCD-USA Consortium: Twin Research Project
National Institutes of Health
Grant: 3U01DA041117-04S1
Adolescent Brain Cognitive Development (ABCD) Prospective Research in Studies of Maturation (PRISM) Consortium
National Institutes of Health
Grant: 3U24DA041147-06S5
ABCD-USA Consortium: Coordinating Center
National Institutes of Health
Grant: 5U01DA041048-11
8/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT CHLA
National Institutes of Health
Grant: 5U01DA041028-08
12/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U PITTSBURGH
National Institutes of Health
Grant: 5K01AA026889-03
Assessing Stable Characteristics of Endocrine Function Among Boys and Girls with Prenatal Alcohol Exposure as a Novel Clinical Tool
National Institutes of Health
Grant: 1U01DA041174-01
ABCD-USA: NYC Research Project
National Institutes of Health
Grant: 3U01DA041134-04S1
Prospective Research Studies of Maturation (PRISM)- Research Project
National Institutes of Health
Grant: 5U01DA041089-05
ABCD-USA Consortium: Research Project
National Institutes of Health
Grant: 5U01DA041022-03
ABCD-USA Consortium: Research Project
National Institutes of Health
Grant: 2U24DA041123-06
ABCD-USA Consortium: Data Analysis, Informatics and Resource Center
National Institutes of Health
Grant: 5U01DA041156-05
Adolescent Brain Cognitive Development (ABCD): FIU
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals