A panoramic view of cell population dynamics in mammalian aging is a dataset published in Science (2024). On theSindex it has a DataRank of 1.2, placing it in the top 17.8% of the data-sharing corpus. It has been cited 85 times, with 79 citing works in its 1-hop citation network. Its calibrated FAIR score is 67/100.
Ranks in the top 18% 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.
“GSE247719”
The paper provides a GEO accession (GSE247719), which is a persistent identifier scheme accepted by the rubric.
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'
“NCBI Gene Expression Omnibus”
The paper names a proper-noun repository (NCBI Gene Expression Omnibus) that is listed 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
“Raw FASTQ files, processed count matrices, cell metadata, and gene metadata can be downloaded from NCBI Gene Expression Omnibus under accession number GSE247719.”
The dataset identifier GSE247719 appears only in the body text (Data and materials availability section), not as a reference-list entry.
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
“Raw FASTQ files, processed count matrices, cell metadata, and gene metadata can be downloaded from NCBI Gene Expression Omnibus under accession number GSE247719.”
The data-availability statement points to a repository record (GEO) with an accession number, corresponding to Colavizza category 3.
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
“PanSci, an atlas comprising single-nucleus transcriptome profiles of 21,786,931 cells from >600 samples, covering 14 different tissues or organs across five life stages in both male and female mice.”
The dataset content is described in a single prose sentence, not in an itemised inventory (section, table, or list).
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'
“Raw FASTQ files, processed count matrices, cell metadata, and gene metadata can be downloaded from NCBI Gene Expression Omnibus under accession number GSE247719.”
The text gives a direct route to the data (GEO accession) with no stated precondition such as registration, application, or embargo.
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
“We have created interactive pages on the UCSC Cell Browser (https://mouse-pansci.cells.ucsc.edu) and in the Azimuth application (https://app.azimuth.hubmapconsortium.org/app/mouse-pansci) to facilitate exploration of our freely available data by tissue, cell type, or gene.”— not found in the paper; verdict downgraded
The paper explicitly labels the data as 'freely available', which is a natural-language equivalent of 'open access' from the access-rights vocabulary. [downgraded to 'partial' — no verifiable quote from the paper] [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 from mouse samples, not human subjects, and the paper does not declare any sensitivity; no gatekeeper of any kind 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 in the paper states how long the data will be retained or any temporal commitment to availability. [majority verdict 'no' (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'
“FASTQ”— not found in the paper; verdict downgraded
The paper names 'Raw FASTQ files' as part of the data; FASTQ is an open, community-standard format. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (4/5 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 named community standard (e.g., MIAME, MINSEQE, an ontology) is applied to the data; only generic terms like 'single-cell transcriptome profiles' are used.
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'
“10.5281/zenodo.8395492”
The paper provides a DOI for the code (Zenodo archive of the EasySci pipeline), which is a resource other than the study's own dataset. [majority verdict 'yes' (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'
No licence or terms-of-use document is named for the data; the copyright notice 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 or date is given for the dataset; the accession GSE247719 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'
“https://github.com/JunyueCaoLab/EasySci”— not found in the paper; verdict downgraded
The paper provides a machine-resolvable code-repository URL for the study's own code. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (4/5 passes agreed)]
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)
“DP2HG012522, R01AG076932, and RM1HG011014”
The paper gives specific NIH grant numbers (award identifiers) attached to a named funder.
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
“Illumina NovaSeq 6000 system”
The paper names the specific instrument used for sequencing, which is a proper-noun artefact for data production.
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 README, data dictionary, or codebook file is named as accompanying the data; definitions are only in the article text. [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
0.668
From this paper's citation signal
Citation Network Contribution
0.483
From 27 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 79 citers.
NHGRI NIH HHS
Grant: DP2 HG012522
NIH HHS
Grant: OT2 OD033760
NIMH NIH HHS
Grant: RF1 MH132662
NHGRI NIH HHS
Grant: U24 HG002371
NIGMS NIH HHS
Grant: T32 GM152349
NIA NIH HHS
Grant: R01 AG076932
NHGRI NIH HHS
Grant: RM1 HG011014
FWCI
13.96
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords