Capturing continuous, long timescale behavioral changes in Drosophila melanogaster postural data is a dataset published in PLoS Computational Biology (2025). On theSindex it has a DataRank of 0.510, placing it in the top 37.8% of the data-sharing corpus. It has been cited 13 times, with 13 citing works in its 1-hop citation network. Its calibrated FAIR score is 58/100.
Ranks in the top 38% 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.
“doi.org/10.34770/1sab-8845”
The paper provides a DOI for its own dataset, which is a persistent identifier. [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'
No repository name (e.g., GEO, Zenodo) is explicitly stated; only a DOI link is given. [majority verdict 'no' (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
“doi.org/10.34770/1sab-8845”
The dataset identifier appears only in the body text (Data Availability Statement), 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
“The data repository associated with this paper can be found at doi.org/10.34770/1sab-8845 .”
The statement points to a repository record with a DOI (Colavizza category 3). [majority verdict 'yes' (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
“For each individual, we provide a single HDF5 file that includes datasets for the tracked body parts, stereotyped behaviors, on/off edge classification, temperature and humidity data, along with experimental metadata such as start date and time and lights on and off times.”
The dataset is described in running prose, not in an itemised inventory or section.
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 repository associated with this paper can be found at doi.org/10.34770/1sab-8845 .”
The statement gives a direct route to a public repository without any stated precondition. [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
No access-level label (e.g., 'open access', 'publicly available') is applied to the data in the paper text. [majority verdict 'no' (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 from Drosophila melanogaster, not human subjects, and no gatekeeper is named. [majority verdict 'no' (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 statement about how long the data will be retained or when they are available is present.
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'
“a single HDF5 file”
HDF5 is an open, community-standard file format. [majority verdict 'yes' (3/5 passes agreed)]
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.
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'
“github.com/shaevitz-lab/long-timescaleanalysis”
The paper provides a URL for the code repository, which is an identifier for a resource other than the dataset itself. [majority verdict 'yes' (3/5 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 license is explicitly attached to the data; the CC-BY license on the preprint 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'
No version token, release identifier, or date is given for the dataset.
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/shaevitz-lab/long-timescaleanalysis”
A code-forge URL 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)
“PHY-1734030”
An award/grant number is given for a named funder (NSF).
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
“IR LED pads (Advanced Illumination BL040801–880-IC)”
The paper names specific instruments and software used to produce the data. [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
No separate documentation object (e.g., README, codebook) is stated to accompany the data, and no variable-definition table exists in the article. [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
0.396
From this paper's citation signal
Citation Network Contribution
0.114
From 8 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 13 citers.
National Science Foundation
Grant: PHY-1734030
National Science Foundation
Grant: DGE-2039656
National Institute of Environmental Health Sciences
Grant: R01-ES029929
National Institute of General Medical Sciences
Grant: R35GM124881
National Institutes of Health
Grant: 5R35GM124881-02
A path to personalized phenotypic prediction: unlocking the context-dependency of allelic effects
National Science Foundation
Grant: 1734030
PFC: Center for the Physics of Biological Function
National Institutes of Health
Grant: 5R01ES029929-04
Improved methods for inference of genotype-specific response to environmental toxins
National Science Foundation
Grant: 2039656
Graduate Research Fellowship Program (GRFP)
NIEHS NIH HHS
Grant: R01 ES029929
FWCI
18.45
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords