Predicting Health-Related Quality of Life Using Social Determinants of Health: A Machine Learning Approach with the All of Us Cohort is a dataset published in Bioengineering (2025). On theSindex it has a DataRank of 0.478, placing it in the top 39.9% of the data-sharing corpus. It has been cited 9 times, with 9 citing works in its 1-hop citation network. Its calibrated FAIR score is 29/100.
Ranks in the top 40% 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 or URL is given for the study's own dataset; the data are stated to be in the article/supplementary material. [majority verdict 'no' (4/5 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'
The paper does not name a repository or host; the data are stated to be within the article and supplementary material.
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 study's own dataset appears anywhere in the paper. [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 original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author(s).”— not found in the paper; verdict downgraded
The data availability statement points to the article and supplementary material, not to a repository record (Colavizza category 2). [downgraded to 'no' — no verifiable quote from the paper]
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 SDOH components in the AoU dataset were developed by team of experts... The social and community context constitutes social cohesion among neighbors (4 items), social support (8 items), loneliness (8 items), perceived discrimination (10 items), perceived stress (10 items), daily spiritual experiences (6 items), religious service attendance (1 items), and English proficiency (1 item).”— not found in the paper; verdict downgraded
The dataset's content is described in running prose rather than in a section, table, or enumerated list. [downgraded to 'no' — no verifiable quote from the paper] [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'
“The original contributions presented in this study are included in the article/Supplementary Material.”— not found in the paper; verdict downgraded
The data are stated to be included in the openly accessible article and supplementary material with no precondition. [downgraded to 'partial' — no verifiable quote from the paper]
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 original contributions presented in this study are included in the article/Supplementary Material.”— not found in the paper; verdict downgraded
The paper does not apply an explicit access-level label (e.g., 'open access') to the data; it only describes where the data are located. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (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 study's own data are not sensitive and are openly accessible; no gatekeeper is named.
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 the timing of availability or persistence of the data is provided.
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
“The findings of the present study were reported in compliance with the All of Us Data and Statistics Dissemination Policy disallowing the disclosure of group counts under 20.”
No data or metadata community standard is named; the compliance statement is a policy, not a standard from the defined registries.
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 persistent identifier is given for the All of Us dataset or any other external resource. [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'
“This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( https://creativecommons.org/licenses/by/4.0/ ).”
The article, including the data within it, is distributed under a CC BY 4.0 license, an open standard license. [majority verdict 'yes' (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 study's own data; the data are the supplementary material, which is not versioned.
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 is provided; the code is not shared.
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 research was, in part, funded by the National Institutes of Health (NIH) Agreement NO. 1OT2OD032581-01.”
A specific award number (1OT2OD032581-01) is given.
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
“Data wrangling and analysis were performed using the R-software.”
The paper names specific software and algorithms used to produce the data. [majority verdict 'yes' (4/5 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, and the article does not contain a table defining the variables; variable definitions are only in running prose.
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
0.345
From this paper's citation signal
Citation Network Contribution
0.133
From 5 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 9 citers.
National Institutes of Health (NIH)
Grant: 1OT2OD032581-01
AIM-AHEAD Coordinating Center - All Four Cores
NIH HHS
Grant: OT2 OD025276
NIH HHS
Grant: U24 OD023121
NIH HHS
Grant: OT2 OD023206
NIH HHS
Grant: OT2 OD025315
NIH HHS
Grant: OT2 OD026550
NIH HHS
Grant: OT2 OD026552
NIH HHS
Grant: U2C OD023196
NIH HHS
Grant: OT2 OD023205
NIH HHS
Grant: OT2 OD025277
NIH HHS
Grant: OT2 OD026548
NIH HHS
Grant: U24 OD023176
NIH HHS
Grant: OT2 OD025337
NIH HHS
Grant: OT2 OD026555
NIH HHS
Grant: OT2 OD026549
NIH HHS
Grant: OT2 OD026551
NIH HHS
Grant: OT2 OD026553
NIH HHS
Grant: OT2 OD026554
NIH HHS
Grant: OT2 OD026556
NIH HHS
Grant: OT2 OD026557
NIH HHS
Grant: OT2 OD032581
NIH HHS
Grant: U24 OD023163
National Institutes of Health
Grant: 3OT2OD023206-01S2
Communication Implementation and Coordination for NIH Precision Medicine Initiative Research Projects
National Institutes of Health
Grant: 5U24OD023163-02
Adaptive Platform for Personalized Engagement
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: 3OT2OD023205-01S1
Communications Design and Development for NIH Precision Medicine Initiative Research Projects
National Institutes of Health
Grant: 5U2COD023196-04
Data and Research Support Center
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: 3OT2OD026556-01S2
New York City Consortium for Precision Medicine
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: 3OT2OD026550-01S3
Trans-America Consortium of the Health Care Systems Research Network for the All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026555-01S5
All of Us Wisconsin
National Institutes of Health
Grant: 1OT2OD026549-01
University of Arizona-Banner Health All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026551-01S1
SouthEast Enrollment Center (SEEC)
National Institutes of Health
Grant: 3OT2OD025277-02S1
Healthy Americas: All of Us Research Program
National Institutes of Health
Grant: 3OT2OD026548-01S1
Southern All of Us Network
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: 3OT2OD026554-01S2
All of Us Pennsylvania
National Institutes of Health
Grant: 3U24OD023121-02S1
Precision Medicine Initiative Cohort Program Biobank
Fields of Study
Keywords