Place, poverty and prescriptions: a cross-sectional study using Area Deprivation Index to assess opioid use and drug-poisoning mortality in the USA from 2012 to 2017 is a dataset published in BMJ Open (2020). On theSindex it has a DataRank of 2.2, placing it in the top 9.5% of the data-sharing corpus. It has been cited 72 times, with 55 citing works in its 1-hop citation network. Its calibrated FAIR score is 21/100.
Ranks in the top 9% 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 is assigned to the study's own 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'
“Data are available in a public, open access repository.”
The paper does not name a specific repository; the statement is vague and the only concrete route is the 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 for the dataset appears anywhere in the paper.
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 are available in a public, open access repository. All data relevant to the study are included in the article or uploaded as supplementary information. All data are publicly available. Statistical code and datasets are available from the corresponding author at [email protected] or can be obtained from the following websites: https://www.census.gov/programs-surveys/acs ; https://www.cdc.gov/nchs/data-visualization/drug-poisoning-mortality/index.htm ; https://www.cdc.gov/drugoverdose/maps/rxcounty2017.html .”
The statement points to the article and supplementary materials, not to a repository record with a persistent identifier.
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
No itemised inventory of files or variables is provided for the released dataset. [majority verdict 'no' (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'
“All data relevant to the study are included in the article or uploaded as supplementary information.”
The data are stated to be included in the article or supplementary information, which is unconditionally accessible. [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
“Data are available in a public, open access repository.”
The paper explicitly labels the data as 'open access' and 'publicly available'.
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
“All data are publicly available.”
The data are aggregated and non-sensitive, and no gatekeeper is named because access is unrestricted.
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 how long the data will persist. [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 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
“Drug-poisoning deaths related to opioid and non-opioid drugs were classified on the basis of International Classification of Diseases, Tenth Revision (ICD-10) codes”
ICD-10 is a community standard vocabulary used for the data. [majority verdict 'yes' (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'
No identifiers for external resources that the data depend on are provided. [majority verdict 'no' (4/5 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 is stated for the data; the CC BY-NC license applies only to the article. [majority verdict 'no' (3/5 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'
No version token or date is given for the released dataset.
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'
“Statistical code and datasets are available from the corresponding author at [email protected]”
Code is only available from the author on request, not via 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)
“This work was supported in part by a Centre of Excellence in Regulatory Science and Innovation (CERSI) grant to Yale University and Mayo Clinic by the US Food and Drug Administration grant number U01FD005938.”
Specific grant numbers are provided for the funding sources.
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 acs R package (V.2.1.3) was used to connect to the Census Application Programming Interface to obtain data from the ACS.”
Specific tools and software versions are named for data processing and analysis. [majority verdict 'yes' (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
“online supplementary table S1”
Variable definitions are provided in a supplementary table inside the article, not in a separate data dictionary. [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
0.644
From this paper's citation signal
Citation Network Contribution
1.6
From 43 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 55 citers.
National Institute of Diabetes and Digestive and Kidney Diseases
Grant: K23DK114497
National Institutes of Health
Grant: TL1TR002380
U.S. Food and Drug Administration
Grant: U01FD005938
NHLBI NIH HHS
Grant: R01 HL131535
AHRQ HHS
Grant: R03 HS025517
NHLBI NIH HHS
Grant: R21 HL140287
NHLBI NIH HHS
Grant: R56 HL130496
NCATS NIH HHS
Grant: U01 TR002743
AHRQ HHS
Grant: R01 HS025164
AHRQ HHS
Grant: R01 HS025402
NCATS NIH HHS
Grant: UL1 TR002377
FWCI
5.83
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals
Additional file 1 of Patient understanding regarding opioid use in an orthopaedic trauma surgery population: a survey study
Additional file 1 of Patient understanding regarding opioid use in an orthopaedic trauma surgery population: a survey study
Additional file 1 of Assessing the depression risk in the U.S. adults using nomogram
Additional file 1 of Assessing the depression risk in the U.S. adults using nomogram
Additional file 1 of Area-level deprivation and adverse childhood experiences among high school students in Maryland
Additional file 1 of Area-level deprivation and adverse childhood experiences among high school students in Maryland
Additional file 2 of Area-level deprivation and adverse childhood experiences among high school students in Maryland
Additional file 2 of Area-level deprivation and adverse childhood experiences among high school students in Maryland
Additional file 2 of Use of prescription opioids in Israel and socio-economic correlations between 2010 and 2020
Additional file 2 of Use of prescription opioids in Israel and socio-economic correlations between 2010 and 2020
Additional file 1 of Use of prescription opioids in Israel and socio-economic correlations between 2010 and 2020
Additional file 1 of Use of prescription opioids in Israel and socio-economic correlations between 2010 and 2020