Word-timestamped transcripts of two spoken narrative recall functional neuroimaging datasets is a dataset published in Data in Brief (2023). On theSindex it has a DataRank of 0.276, placing it in the top 57.2% of the data-sharing corpus. It has been cited 3 times, with 3 citing works in its 1-hop citation network. Its calibrated FAIR score is 54/100.
Ranks in the top 57% for downstream scientific impact
Linked data & code
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.
““Sherlock: Word Timestamps” and “FilmFestival: Word Timestamps” data are posted at https://zenodo.org/badge/latestdoi/630112473”
The identifier given is a web URL (https://zenodo.org/...) rather than a persistent identifier scheme such as a DOI, Handle, or repository accession.
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'
““Sherlock: Word Timestamps” and “FilmFestival: Word Timestamps” data are posted at https://zenodo.org/badge/latestdoi/630112473”
The data are hosted on Zenodo, 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
““Sherlock: Word Timestamps” and “FilmFestival: Word Timestamps” data are posted at https://zenodo.org/badge/latestdoi/630112473”
The dataset identifier appears in the body text of the paper, not in the reference list.
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 Statement Word Timestamped Transcripts (Original data) (Zenodo).”
The statement names Zenodo as a repository but does not provide a direct link or identifier, so it points to a repository without a specific record. [majority verdict 'partial' (2/5 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 1 A list of the files from the “Sherlock: Word Timestamps” dataset.”
The paper provides itemised tables listing the files in the dataset, which constitutes a structured inventory.
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'
““Sherlock: Word Timestamps” and “FilmFestival: Word Timestamps” data are posted at https://zenodo.org/badge/latestdoi/630112473”
The data are posted at a public repository URL with no stated precondition (no embargo, registration, or application requirement).
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
““Sherlock: Word Timestamps” and “FilmFestival: Word Timestamps” data are posted at https://zenodo.org/badge/latestdoi/630112473”
The paper describes where to access the data (a URL) but does not apply an explicit access-level label such as 'open access' or 'publicly available'.
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 original audio recordings are not publicly shared due to privacy concerns.”
The paper mentions that the audio recordings are not shared due to privacy, but the released data (transcripts) are openly available without any named gatekeeper; no institutional or personal gatekeeper is described for the transcripts.
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. [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'
“Each excel spreadsheet (XLSX) contains participants’ verbal recollections timestamped at the word level”
The data are provided in XLSX format, which is proprietary (Microsoft Excel).
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 standard (e.g., MIAME, ISA-Tab, ontology) is named for 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'
“Data identification number: 10.18112/openneuro.ds001132.v1.0.0”
The paper provides DOIs and a Handle for the underlying fMRI datasets, which are resources other than the study's own data.
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 article's CC BY licence applies to the article, not the dataset.
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 provided to identify a specific snapshot of the data.
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 is provided or mentioned; only third-party tools are referenced.
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 by the Sloan Research Fellowship [FG-2018-10490], J.C.; Google Faculty Research Award [Google LLC 2-9-2020], J.C.”
The paper lists specific award/grant numbers for two 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
“Audio was recorded using an Optoacoustics FOMRI III MR-compatible microphone and the software Audacity. Speech was transcribed by human listeners. Most timestamps were acquired using the Gentle forced aligner [5] and missing timestamps were filled in manually.”
The paper names specific instruments, software, and processes 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 An example of the format and columns included in each Sherlock timestamp file”
Variable-level definitions are provided inside the article (via tables), but no documentation file (e.g., README, data dictionary) is stated to accompany the deposited data. [majority verdict 'partial' (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
0.208
From this paper's citation signal
Citation Network Contribution
0.0678
From 3 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 3 citers.
Grant: LLC 2-9-2020
NIMH NIH HHS
Grant: R01 MH133732
NIH
Fields of Study
Keywords
Sustainable Development Goals