The Role of Discrimination, Childhood Maltreatment, and Social Determinants of Health in Adult BIPOC Pain Disparities is a dataset published in Journal of Racial and Ethnic Health Disparities (2025). On theSindex it has a DataRank of 0.165, placing it in the top 70.2% of the data-sharing corpus. It has been cited 2 times, with 2 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 70% 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.
No persistent identifier from a recognized scheme (DOI, Handle, ARK, URN, or repository accession) is assigned to the study's own data.
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 as the holder of the study's own data; the data are held by the authors (via the PI).
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 study's own dataset appears anywhere in the paper, neither in the body nor in the reference list.
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
“Data is available upon request from the Principal Investigator (Berge).”
The statement falls under Colavizza category 1 (data available on request from a person), 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
The paper describes the original Family Matters dataset but not its own analysis outputs; no itemized inventory of the study's data is provided. [majority verdict 'no' (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'
“Data is available upon request from the Principal Investigator (Berge).”
The only route offered is a discretionary request to a person, which is not a followable access route without a defined process.
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
“Data is available upon request from the Principal Investigator (Berge).”
The paper describes an action (requesting data from the PI) from which the access level is inferred, but no explicit access-level label is used.
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
“Data is available upon request from the Principal Investigator (Berge).”
The gatekeeper is a natural person (the Principal Investigator), not an institutional committee or repository.
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 statement about when the data become available or how long they persist is present in the text. [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'
No file format token of any kind is named for the study's 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 standard (FAIRsharing-registered) and no manuscript reporting guideline (EQUATOR) is named for the study's data.
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 (accession, DOI, RRID, assembly ID, software DOI) is given for any external resource, including the source Family Matters dataset.
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 reuse license is named for the data; the CC-BY 4.0 license applies to the article only, not the data.
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 study's own data snapshot.
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 statement or locator is provided; the study's own code is not 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)
“Research is supported by grant numbers R01HL126171 and R01HL156994 from the National Heart, Lung, and Blood Institute (PI on both R01s: JM Berge) and R01AT012164 from the National Center for Complementary & Integrative Health (MPIs: JM Berge, A Fertig).”
The paper provides specific grant numbers (R01HL126171, R01HL156994, R01AT012164) attached to named funders.
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 paper describes the methods used for analysis (e.g., Stata, GEE) but does not name specific instruments, kits, or software versions for producing the study's own data. [majority verdict 'no' (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
No documentation object (README, data dictionary, codebook) is named as accompanying the data, and no variable-definition table is provided inside the article. [majority verdict 'no' (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
0.165
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 Heart, Lung, and Blood Institute
Grant: R01HL126171
National Heart, Lung, and Blood Institute
Grant: R01HL156994
National Center for Complementary and Integrative Health
Grant: R01AT01164
National Institute of Arthritis and Musculoskeletal and Skin Diseases
Grant: K12AR084223
NCCIH NIH HHS
Grant: R01 AT012164
National Institutes of Health
Grant: 3R01HL156994-02S3
Testing Validity of Virtual Data Collection Methods to Inform Best Practice: In Person versus Zoom measured Anthropometry (Admin Supp Yang_Lily)
National Institutes of Health
Grant: 5K12AR084223-20
University of MN Building Interdisciplinary Research Careers in Women's Health
National Institutes of Health
Grant: 3R01AT012164-02S3
Multi-level predictors of structural racism and discrimination and associations with health and well-being across the life course in diverse families
National Institutes of Health
Grant: 5R01HL126171-02
Addressing Unanswered Questions About the Home Environment and Childhood Obesity Disparities
East Carolina University
FWCI
4.04
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals