Real-world statistics at two timescales and a mechanism for infant learning of object names is a dataset published in Proceedings of the National Academy of Sciences (2022). On theSindex it has a DataRank of 1.3, placing it in the top 15.9% of the data-sharing corpus. It has been cited 44 times, with 44 citing works in its 1-hop citation network. Its calibrated FAIR score is 65/100.
Ranks in the top 16% 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.
“10.17605/OSF.IO/BK6XP”
The paper provides a DOI for its own dataset, which is a persistent identifier.
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'
“Open Science Framework”
The paper names Open Science Framework (OSF) as the repository holding the data. [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
“E. M. Clerkin, L. B. Smith, Homeview—objects and names. Open Science Framework. 10.17605/OSF.IO/BK6XP. Deposited 23 December 2021.”
The dataset's identifier appears as a reference-list entry (reference 79), which is the highest location.
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 coded data analyzed for this paper are available at Open Science Framework (OSF), https://osf.io/bk6xp/ ( 79 ).”
The statement points at a repository record (OSF) with a persistent link, fitting 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
No sentence in the paper states what the dataset contains or how large it is; only the study's methods and findings are described. [majority verdict 'no' (3/5 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 coded data analyzed for this paper are available at Open Science Framework (OSF), https://osf.io/bk6xp/ ( 79 ).”
The text gives a route to the data with no stated precondition; the data are stated to be available at a repository link. [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
“The coded data analyzed for this paper are available at Open Science Framework (OSF), https://osf.io/bk6xp/ ( 79 ).”
The paper does not explicitly label the access level (e.g., 'open access') for the data; it only states that the data are available. [majority verdict 'no' (3/5 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 paper's own data (coded data) are openly available with no gatekeeper named; the raw video data are not shared and the paper does not name a gatekeeper for the shared 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 coded data analyzed for this paper are available at Open Science Framework (OSF), https://osf.io/bk6xp/ ( 79 ).”
The paper states that the data are available now but does not specify how long they will persist, which is an availability-timing statement only. [majority verdict 'partial' (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'
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; the paper uses generic terms like 'basic level nouns'.
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'
The paper does not provide an identifier for any external resource (e.g., database accession, DOI) that the data depend on or derive from.
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'
The only license mentioned is for the article (CC BY 4.0), not for the data; no license is stated for 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'
“Deposited 23 December 2021.”
No version token is given, but a deposit date is provided, which pins the 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'
The paper does not mention code availability of any kind.
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)
“National Science Foundation Grant BCS-1842817 and by NIH Grant R01HD104624”
The paper gives specific award/grant numbers for the funding.
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
“lightweight cameras (Looxcie 2)”
The paper names the specific instrument (Looxcie 2 cameras) used to collect 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
No documentation object (README, codebook) is named as accompanying the data.
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
0.571
From this paper's citation signal
Citation Network Contribution
0.729
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.
National Science Foundation
Grant: BCS-1842817
HHS | National Institutes of Health
Grant: RO1HD104624
HHS | National Institutes of Health
Grant: 5T32HD0074
NICHD NIH HHS
Grant: R01 HD104624
National Science Foundation
Grant: 1842817
Visual category learning by toddlers provides new principles for teaching rapid generalization
National Institutes of Health
Grant: 2T32AG000074-06
INTER-UNIVERSITY TRAINING-ADULT DEVELOPMENT AND AGING
National Institutes of Health
Grant: 3R01HD104624-03S1
Infants' self-generated visual statistics support object and category learning
FWCI
8.18
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals