Integrated platform for multiscale molecular imaging and phenotyping of the human brain is a dataset published in Science (2024). On theSindex it has a DataRank of 1.2, placing it in the top 17.4% of the data-sharing corpus. It has been cited 52 times, with 44 citing works in its 1-hop citation network. Its calibrated FAIR score is 71/100.
Ranks in the top 17% 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.
“DANDI:000108”
The paper provides a repository accession number (DANDI:000108) 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'
“DANDI Archive”
The paper names the DANDI Archive, a curated data repository, as the holder. [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
“84. Kamentsky L et al., Light sheet imaging of the human brain (Version draft) [Data set], DANDI Archive (2023); 10.80507/dandi.123456/0.123456.1234.”
The dataset appears as a reference-list entry with a DOI. [majority verdict 'yes' (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 human brain microscopy image data from the SHIELD and mELAST tissues acquired using MegaSPIM for the BICCN (RRID:SCR_015820) by J.P. and colleagues can be accessed in the DANDI Archive (RRID:SCR_017571) under accession number DANDI:000108.”
The statement points to a repository record with an accession number. [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 human brain microscopy image data from the SHIELD and mELAST tissues acquired using MegaSPIM for the BICCN (RRID:SCR_015820) by J.P. and colleagues can be accessed in the DANDI Archive (RRID:SCR_017571) under accession number DANDI:000108.”
The dataset's content is described in running prose, not in an itemised inventory. [majority verdict 'partial' (4/5 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 human brain microscopy image data from the SHIELD and mELAST tissues acquired using MegaSPIM for the BICCN (RRID:SCR_015820) by J.P. and colleagues can be accessed in the DANDI Archive (RRID:SCR_017571) under accession number DANDI:000108.”
The data are stated to be accessible in a public repository without any 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 accessed in the DANDI Archive”
The paper describes the action of accessing the data but does not apply an explicit access-level label.
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
“All other datasets used in this paper are available upon request.”
The primary dataset is openly accessible in DANDI with no gatekeeper named; the only gatekeeper mentioned is for other datasets, not the study's own data.
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 paper does not state a retention period or persistence commitment for the data. [majority verdict 'no' (4/5 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
No data or metadata community standard is named in the paper.
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'
“BICCN (RRID:SCR_015820)”
The paper provides an RRID for the BICCN resource, which is an identifier for 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 document is named for 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'
“Version draft”
The reference entry for the dataset includes a version token ('Version draft'). [majority verdict 'yes' (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'
“Code used for the paper can be found in the following Github repositories: https://github.com/chunglabmit/spimstitch (post-acquisition preprocessing, such as illumination correction, tile stitching, and file conversion), https://github.com/chunglabmit/unslice (UNSLICE), and https://github.com/chunglabmit/multiround-alignment-ui (multiround image co-registration).”— not found in the paper; verdict downgraded
Machine-resolvable code repository URLs are given for the study's own code. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 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)
“NIH (1-DP2-ES027992, U01MH117072 to K.C.)”
The paper provides specific grant numbers 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
“MEGAtome (mechanically enhanced great-size abrasion-free vibratome)”
The paper names specific instruments and tools used to produce the data, such as MEGAtome. [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 documentation object (README, codebook, etc.) is named as accompanying the data, and no variable-definition table exists in the article.
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
0.596
From this paper's citation signal
Citation Network Contribution
0.584
From 30 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 44 citers.
NIA NIH HHS
Grant: P30 AG066509
NIA NIH HHS
Grant: P50 AG005134
NIMH NIH HHS
Grant: RF1 MH121270
NIMH NIH HHS
Grant: U01 MH117072
NIMH NIH HHS
Grant: R24 MH117295
NIEHS NIH HHS
Grant: DP2 ES027992
NIMH NIH HHS
Grant: RF1 MH128888
FWCI
23.67
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords