The population genetics characteristics of a 90 locus panel of microhaplotypes is a dataset published in Human Genetics (2021). On theSindex it has a DataRank of 1.1, placing it in the top 19.1% of the data-sharing corpus. It has been cited 30 times, with 25 citing works in its 1-hop citation network. Its calibrated FAIR score is 58/100.
Ranks in the top 19% 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.
“https:// doi. org/ 10. 5281/ zenodo. 50953 64”
The paper provides a DOI (10.5281/zenodo.5095364) for the deposited data, which is a persistent identifier scheme. [majority verdict 'yes' (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'
“have been deposited in the Zenodo archive”
The paper names Zenodo as the repository holding the data, which is a recognised data repository in re3data/FAIRsharing.
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
“https:// doi. org/ 10. 5281/ zenodo. 50953 64”
The dataset's identifier appears only in the body text of the Data Availability section, not as a reference-list entry. [majority verdict 'partial' (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
“Data availability Genotype profiles on 90 MHs for 556 individuals in 16 Kidd lab population samples (including the 524 sequenced Kidd lab individuals and 32 individuals from HGDP studies of the same population samples) have been deposited in the Zenodo archive and can be freely accessed at https:// doi. org/ 10. 5281/ zenodo. 50953 64.”
The data availability statement points to a repository record (Zenodo with a DOI), which is Colavizza category 3. [majority verdict 'yes' (4/5 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
“Table 3 provides an overview of key characteristics of the 90 microhaps.”
Table 3 is an itemized inventory describing the dataset's loci, providing coordinates, SNP counts, and statistics. [majority verdict 'yes' (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'
“can be freely accessed at https:// doi. org/ 10. 5281/ zenodo. 50953 64.”
The paper gives a repository URL and states the data can be freely accessed with no precondition. [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
“can be freely accessed at https:// doi. org/ 10. 5281/ zenodo. 50953 64.”
The data availability statement describes the data as 'freely accessed', which is a natural-language synonym for 'open access'. [majority verdict 'yes' (4/5 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 paper states that all samples are anonymous and no human subjects were involved, so the data are not sensitive; 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
“Genotype profiles on 90 MHs for 556 individuals in 16 Kidd lab population samples (including the 524 sequenced Kidd lab individuals and 32 individuals from HGDP studies of the same population samples) have been deposited in the Zenodo archive and can be freely accessed at https:// doi. org/ 10. 5281/ zenodo. 50953 64.”
The paper states the data are currently available but does not specify how long they will persist, so only availability timing is given. [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'
The paper does not specify the file format of the deposited 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 paper does not name any community standard, checklist, ontology, or controlled vocabulary applied to the 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'
The paper does not provide any identifier (accession, DOI, RRID) for external resources used or cited. [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'
The paper does not name any licence or reuse terms for the data itself; the CC-BY licence applies only to the article.
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'
The paper does not provide a version token or date to identify a specific snapshot of the data. [majority verdict 'no' (4/5 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'
The paper states that open-source software is available but does not give a code repository URL, DOI, or any other 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)
“National Institute of Justice grant 2018-75-CX-0041 awarded to KKK by the National Institute of Justice, Office of Justice Programs of the United States Department of Justice and by National Institutes of Health grant R01 HD102537 to CS.”
The paper provides specific grant numbers (2018-75-CX-0041, R01 HD102537) 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 mMHseq libraries of 48 individuals and two non-template water controls were sequenced in a single Illumina MiSeq run for all 90 microhaplotypes.”
The paper names the specific sequencing platform (Illumina MiSeq) and analysis tools (GATK, etc.) used to produce the data.
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
“Table 3 Microhaplotype list sorted by chromosome and initial SNP in upstream nt-position (build GRCh37)”
The paper provides a table inside the article defining the microhaplotypes, but no documentation object is said to accompany the data deposit.
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
0.515
From this paper's citation signal
Citation Network Contribution
0.543
From 18 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 25 citers.
national institute of justice, office of justice programs of the u.s. department of justice
Grant: 2018-75-CX-0041
u.s. national institutes of health, u.s. department of health and human services
Grant: R01 HD102537
National Institutes of Health
Grant: 1R01HD102537-01
Multiplex gene sequencing and metabolomics analysis from newborn dried blood spots to improve screening and diagnosis of metabolic disorders.
FWCI
2.88
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords