myAURA : a personalized health library for epilepsy management via knowledge graph sparsification and visualization is a dataset published in Journal of the American Medical Informatics Association (2025). On theSindex it has a DataRank of 0.244, placing it in the top 60.2% of the data-sharing corpus. It has been cited 4 times, with 3 citing works in its 1-hop citation network. Its calibrated FAIR score is 50/100.
Ranks in the top 60% 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.
“The data API, data aggregates, and code underlying this article are available through github at github.com/cns-iu/myaura for KG construction and github.com/CASCI-lab/for the backbone extraction pipeline”
A web address (GitHub URL) is given as the place the data live, not a persistent identifier scheme.
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'
“github at github.com/cns-iu/myaura for KG construction and github.com/CASCI-lab/for the backbone extraction pipeline”
A non-repository host (GitHub) is named as the place the data live.
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
“The data API, data aggregates, and code underlying this article are available through github at github.com/cns-iu/myaura for KG construction and github.com/CASCI-lab/for the backbone extraction pipeline”
The dataset identifier (GitHub URL) appears only in body text, not 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
“The data API, data aggregates, and code underlying this article are available through github at github.com/cns-iu/myaura for KG construction and github.com/CASCI-lab/for the backbone extraction pipeline, per technical, ethical, and legal considerations of human subject data and protected health information discussed in ‘Source Code, Software, and Data Sharing Policy’”— not found in the paper; verdict downgraded
The statement points to a public repository (GitHub) with a link. [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 epilepsy-specific digital cohort contains 9890 complete user timelines containing 8 496 124 posts.”— not found in the paper; verdict downgraded
The dataset's content and size are stated in running prose only, without an itemised inventory. [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 data API, data aggregates, and code underlying this article are available through github at github.com/cns-iu/myaura for KG construction and github.com/CASCI-lab/for the backbone extraction pipeline”
The text gives a route with no stated precondition for the code and data aggregates. [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 data API, data aggregates, and code underlying this article are available through github”
No explicit access-level label is applied; the text describes an access action (available through github).
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 data API, data aggregates, and code underlying this article are available through github”
No gatekeeper is named; the data that are shared are not sensitive, and sensitive data are not shared.
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 data API, data aggregates, and code underlying this article are available through github”
Availability timing is stated (available now), but no persistence commitment is made. [majority verdict 'partial' (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
“Anatomical Therapeutic Chemical (ATC) classification”
A data community standard (ATC) is named and applied to the data. [majority verdict 'yes' (4/5 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 is given; only proper nouns are used.
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-NC-ND licence applies to the article, 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'
“data collected between October 2010 and January 2016”— not found in the paper; verdict downgraded
A date range is given for data collection, serving as a snapshot identifier. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (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'
“github.com/cns-iu/myaura for KG construction and github.com/CASCI-lab/for the backbone extraction pipeline”
A machine-resolvable code-forge URL is given for the study's own code.
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)
“1R01LM012832”
An award number is given for the funding.
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 developed standardized open-source code for efficient data ingestion, preprocessing, dictionary term matching, construction, storage, and joining of networks from different data sources into PostgreSQL”
PostgreSQL is named as a software tool used in the data production pipeline. [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
“Social media and community websites ... The epilepsy-specific digital cohort contains 9890 complete user timelines containing 8 496 124 posts.”— not found in the paper; verdict downgraded
Variable- and file-level definitions are inside the article, not in a separate documentation object shipped with the data. [downgraded to 'no' — no verifiable quote from the paper] [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
0.241
From this paper's citation signal
Citation Network Contribution
2.63 × 10⁻³
From 1 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 3 citers.
National Institutes of Health, National Library of Medicine
Grant: 1R01LM012832
Fundação para a Ciência e a Tecnologia
Grant: PTDC/MEC-AND/30221/2017
The sperm cell core genetic program - a combined clinical and basic research approach to the diagnosis of male infertility.
National Science Foundation Research Traineeship “Interdisciplinary Training in Complex Networks and Systems”
Grant: 1735095
NRT: Interdisciplinary Training in Complex Networks and Systems
Fulbright Commission fellowship and by Fundação para a Ciência e a Tecnologia
Grant: 2022.09122.PTDC
National Institutes of Health
Grant: 1R01LM012832-01A1
myAURA: Personalized Web Service for Epilepsy Management
FWCI
5.08
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords