De Novo Genome Assembly Highlights the Role of Lineage-Specific Gene Duplications in the Evolution of Venom in Fea's Viper (Azemiops feae) is a dataset published in Genome Biology and Evolution (2022). On theSindex it has a DataRank of 0.495, placing it in the top 38.8% of the data-sharing corpus. It has been cited 14 times, with 7 citing works in its 1-hop citation network. Its calibrated FAIR score is 58/100.
Ranks in the top 39% 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.
“Data presented in this article are available from NCBI under BioProject PRJNA817186”
The paper provides a BioProject accession (PRJNA817186) which is a persistent identifier registered in identifiers.org. [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'
“Data presented in this article are available from NCBI”
The data are deposited in NCBI, a named repository listed in re3data. [majority verdict 'yes' (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
“Data presented in this article are available from NCBI under BioProject PRJNA817186”
The dataset identifier appears in the data availability statement (body text) but not in the reference list. [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 presented in this article are available from NCBI under BioProject PRJNA817186, BioSample SAMN26749269, and the SRA: SAMN26749269 (Illumina genomic data); SAMN26749269 (PacBio genomic data); SAMN26749269 (Illumina RNAseq data).”
The data availability statement points to NCBI with accession numbers, which is a repository record. [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
“The newly sequenced genome resulted in a 1.56 Gb assembly, a contig N50 of 1.59 Mb, with 97.6% of the genome assembly in contigs >50 Kb, and a BUSCO completeness of 92.4%.”— not found in the paper; verdict downgraded
The paper describes the genome assembly metrics in running prose but does not present an itemised inventory of files or variables. [downgraded to 'no' — no verifiable quote from the paper]
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 presented in this article are available from NCBI under BioProject PRJNA817186, BioSample SAMN26749269, and the SRA: SAMN26749269 (Illumina genomic data); SAMN26749269 (PacBio genomic data); SAMN26749269 (Illumina RNAseq data).”
The data are stated to be available from NCBI, a public repository, with no precondition mentioned. [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 presented in this article are available from NCBI under BioProject PRJNA817186, BioSample SAMN26749269, and the SRA: SAMN26749269 (Illumina genomic data); SAMN26749269 (PacBio genomic data); SAMN26749269 (Illumina RNAseq data).”
The paper describes the action of downloading from NCBI but does not label the access level with a standard term. [majority verdict 'partial' (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 data are genomic sequences from a non-human species, not sensitive human data, and 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 sentence states 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 or metadata standard (e.g., MIAME, BIDS) is named; BUSCO is a software tool, not a data standard.
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 a non-own resource (e.g., another accession, RRID) appears in the body text.
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 stated for the data; the CC-BY license applies to the article only.
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 data 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 repository or locator is provided 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)
“This work was supported, in part, by the National Science Foundation grants DUE 1161228, DEB 1638879, and DEB 1822417 to C.L.P, DEB 1638902 to D.R.R.”
Grant numbers are provided for the funding. [majority verdict 'yes' (4/5 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
“Genomic libraries were prepared with the TruSeq DNA PCR-Free library prep kit and two lanes of Illumina HiSeq PE250 genomic reads were generated at Florida State University.”
The paper names specific instruments and kits 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 no variable-definition table exists in the article. [majority verdict 'no' (4/5 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
0.406
From this paper's citation signal
Citation Network Contribution
0.0884
From 6 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 7 citers.
National Science Foundation
Grant: 1161228
UCF COMPASS (Convincing Outstanding-Math-Potential Admits to Succeed in STEM)
National Science Foundation
Grant: 1822417
Collaborative Research: Dimensions US-BIOTA-Sao Paulo: Scales of biodiversity - Integrated studies of snake venom evolution and function across multiple levels of diversity
National Institutes of Health
Grant: 5P20GM109094-04
COBRE:Eukaryotic Pathogens Innovation Center (EPIC)
National Institutes of Health
Grant: 5P20GM139767-02
COBRE for Stress, Trauma and Resilience (STAR)
NIGMS NIH HHS
Grant: P20 GM109094
NIGMS NIH HHS
Grant: P20 GM139767
NIGMS NIH HHS
Grant: P20 GM146584
FWCI
2.41
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals