Air quality and cancer risk in the All of Us Research Program is a dataset published in Cancer Causes & Control (2023). On theSindex it has a DataRank of 0.766, placing it in the top 26.2% of the data-sharing corpus. It has been cited 15 times, with 15 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 26% 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 string for this study's own dataset is found in the text.
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 owned by a third party, the All of Us Research Program.”
The authors' own data are not held in a named repository; the third party is the source, not the holder.
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 this study's dataset appears in the reference list or body text.
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 owned by a third party, the All of Us Research Program. The data underlying this article were provided by the All of Us Research Program by permission. Data will be shared on request to the corresponding author with permission of All of Us. More information on data access can be found in the All of Us Research Hub (https:// www. resea rchal lofus. org).”
The statement points to third-party data and a request to the author, not a repository record. [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
No itemised inventory (section, table, or list) of the dataset exists. [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'
“Data will be shared on request to the corresponding author with permission of All of Us.”
The text offers only a discretionary request to a person, not a followable route.
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 will be shared on request to the corresponding author with permission of All of Us.”
The text describes a request action but applies no access-level label. [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
“Data will be shared on request to the corresponding author with permission of All of Us.”
The only gatekeeper named is a natural person (the corresponding author). [majority verdict 'partial' (4/5 passes agreed)]
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 addresses when the data become available or how long they persist.
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 community data standard is named and applied to the authors' released dataset. [majority verdict 'no' (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 identifier for an external resource that the data depend on is given. [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 licence is named for the data; the article's CC-BY license does not apply to 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'
Neither a version token nor a date pins the authors' dataset 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 locator is given; code availability is not addressed.
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)
“TheAll of UsResearch Program is supported by the National Institutes of Health, Office of the Director: Regional Medical Centers: 1 OT2 OD026549; 1 OT2 OD026554; 1 OT2 OD026557; 1 OT2 OD026556; 1 OT2 OD026550; 1 OT2 OD 026552; 1 OT2 OD026553; 1 OT2 OD026548; 1 OT2 OD026551; 1 OT2 OD026555; IAA #: AOD 16037; Federally Qualified Health Centers: HHSN 263201600085U; Data and Research Center: 5 U2C OD023196; Biobank: 1 U24 OD023121; The Participant Center: U24 OD023176; Participant Technology Systems Center: 1 U24 OD023163; Communications and Engagement: 3 OT2 OD023205; 3 OT2 OD023206; and Community Partners: 1 OT2 OD025277; 3 OT2 OD025315; 1 OT2 OD025337; 1 OT2 OD025276. This work was also supported by the NIEHS funded Chicago Center for Health and the Environment (P30 ES027792-05A1).”
Award numbers are given for the funding supporting the work. [majority verdict 'yes' (3/5 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
“We used zonal statistics to calculate the daily average PM2.5 concentration based on all 1 km × 1 km grids within the zip code.”— not found in the paper; verdict downgraded
The data production is described in generic terms without naming a specific instrument or software version. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (2/5 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, codebook) is named as travelling with the data.
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
0.416
From this paper's citation signal
Citation Network Contribution
0.350
From 13 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 15 citers.
National Institutes of Health
Grant: 1 OT2 OD026549
NIEHS NIH HHS
Grant: P30 ES027792
NIH HHS
Grant: OT2 OD026549
National Institutes of Health
Grant: 3OT2OD023206-01S2
Communication Implementation and Coordination for NIH Precision Medicine Initiative Research Projects
National Institutes of Health
Grant: 3OT2OD025337-01S3
Research Matters: Creating Possibilities to Achieve Health and Wellness for All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026555-01S5
All of Us Wisconsin
National Institutes of Health
Grant: 3OT2OD025277-02S1
Healthy Americas: All of Us Research Program
National Institutes of Health
Grant: 5P30ES027792-03
ChicAgo Center for Health and EnvironmenT (CACHET)
National Institutes of Health
Grant: 3OT2OD023205-01S1
Communications Design and Development for NIH Precision Medicine Initiative Research Projects
National Institutes of Health
Grant: 1OT2OD026549-01
University of Arizona-Banner Health All of Us Research Program
National Institutes of Health
Grant: 3U24OD023121-02S1
Precision Medicine Initiative Cohort Program Biobank
National Institutes of Health
Grant: 5U2COD023196-04
Data and Research Support Center
National Institutes of Health
Grant: 5U24OD023176-04
Technology to Empower Changes in Health (TECH) Network Participant Technologies Center
National Institutes of Health
Grant: 3OT2OD026557-01S5
Illinois Precision Medicine Consortium
National Institutes of Health
Grant: 3OT2OD025276-02S7
PRIDEnet for the All of Us Research Program
National Institutes of Health
Grant: 1OT2OD026553-01
The New England Precision Medicine Consortium of the All of Us Research Program
National Institutes of Health
Grant: 5U24OD023163-02
Adaptive Platform for Personalized Engagement
National Institutes of Health
Grant: 3OT2OD026548-01S1
Southern All of Us Network
National Institutes of Health
Grant: 3OT2OD026550-01S3
Trans-America Consortium of the Health Care Systems Research Network for the All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026554-01S2
All of Us Pennsylvania
National Institutes of Health
Grant: 3OT2OD026556-01S2
New York City Consortium for Precision Medicine
National Institutes of Health
Grant: 1OT2OD023132-01
PMI Participants Preparatory/Prototyping Initiative
National Institutes of Health
Grant: 1OT2OD025315-01
Empowerment-focused Outreach, Education and Enrollment of Tennessee Older Adults in the All of Us Research Program through Community Efforts by FiftyForward
National Institutes of Health
Grant: 3OT2OD026551-01S1
SouthEast Enrollment Center (SEEC)
FWCI
1.88
Citation Percentile
0.8%
Influential Citations
2
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals