Dimensions Research Integrity Dataset¶

This page contains information about the Trust Markers data source in the Dimensions Research Integrity BigQuery project.

Trust Markers Schema¶

Field	Type	Description	Example
`authors`	Entity: Authors	Trust Markers and other data related to the authors of a publication.	 {"author_contribution_statement": {"present": true, "location": "author_contributions_statement"}, "author_roles": {"keywords": ["developed", "analyzed", "designed", "wrote", "approved"]}, "conflict_of_interest_statement": {"present": true, "location": "conflict_of_interest_statement"}}
`code`	Entity: Code	Trust Markers and other data related to any code that was used in the research reported by a publication.	 {"code_availability_statement": {"present": true, "location": "code_availability_statement"}, "code_locations": {"repository_urls": ["https://github.com/ElementoLab/"]}}
`conflicts_of_interest`	Entity: ConflictsOfInterest	Trust Markers and other data related to whether any of the authors have conflicts or competing interests.
`data`	Entity: Data	Trust Markers and other data related to data sets produced or used in the research reported by a publication.	 {"data_availability_statement": {"present": true, "location": "data_availability_statement"}, "data_locations": {"categories": ["online_repo"], "repositories": ["arrayexpress", "geo"], "repository_urls": ["http://www.ebi.ac.uk/arrayexpress/experiments/EMTAB-2512/"]}}
`ethical_approval`	Entity: EthicalApproval	Trust Markers and other data related to whether the research reported by a publication was granted ethical approval by an institutional review board (IRB), research ethics committee (REC) or other ethics review body.	 {"ethical_approval_statement": {"present": true, "location": "ethical_approval_statement"}}
`id`	Literal: String Clustering field	Dimensions publication identifier.	 "pub.1015955465"
`research_funding`	Entity: ResearchFunding	Trust Markers and other data related to how the research reported by a publication was funded.

Auxiliary Entities¶

AuthorRoles¶

Field	Type	Description
`keywords`	Array of < Literal: String >	Keywords extracted from an author contribution statement provided in a publication, indicating ways that authors contributed to the publication and its underlying research.

Authors¶

Field	Type	Description
`author_contribution_statement`	Entity: TrustMarker	A statement included in a publication describing how each author contributed to the publication and its underlying research.
`author_roles`	Entity: AuthorRoles	Information about how each of a publication’s authors contributed to the publication and its underlying research.
`deprecated` `conflict_of_interest_statement`	Entity: TrustMarker	Deprecated in favor of: `conflicts_of_interest`

Code¶

Field	Type	Description
`code_availability_statement`	Entity: TrustMarker	A statement included in a publication specifying how one can access the code used in the underlying research.
`code_locations`	Entity: CodeLocations	Information related to code sharing locations mentioned in a code availability statement in a publication.

CodeLocations¶

Field	Type	Description
`repository_urls`	Array of < Literal: String >	URLs found in the code availability statement of a publication, indicating the location of code used in the reported research.

ConflictsOfInterest¶

Field	Type	Description
`conflict_of_interest_statement`	Entity: TrustMarker	A statement acknowledging any conflicts of interest that could impact the authors’ judgement about the study topic, including e.g. information about funding, past or current employment, or stocks owned by one of the authors.

Data¶

Field	Type	Description
`data_availability_statement`	Entity: TrustMarker	A component of a publication, separate from the main body of text, specifying how one can access the data used in and/or generated by the underlying research. Data availability. For more information, see: https://www.dimensions.ai/blog/a-deep-dive-into-trust-markers-data-availability-statement/
`data_locations`	Entity: DataLocations	Information related to data sharing locations found in the publication, including but not limited to any found in the data availability statement.

DataLocations¶

Field	Type	Description
`categories`	Array of < Literal: String >	Labels generated for the data availability statement found in a publication, indicating how data used or generated in research has been made available for future research (includes “online repo”, “not publicly available”, “within paper”, “supplementary files”, “upon request”, and “not applicable”). For more information, see: https://www.dimensions.ai/blog/a-deep-dive-into-trust-markers-data-sharing-locations/
`repositories`	Array of < Literal: String >	Repository names found in the data availability statement in a publication (e.g. Figshare, Zenodo). Only recognises the most commonly used 800 repositories.
`repository_urls`	Array of < Literal: String >	URLs found in the data availability statement of a publication, indicating the location of data used in or generated by the reported research.

EthicalApproval¶

Field	Type	Description
`ethical_approval_statement`	Entity: TrustMarker	A component of a publication, separate from the main body of text, stating that the reported research was granted ethical approval by an institutional review board (IRB), research ethics committee (REC) or other body.

ResearchFunding¶

Field	Type	Description
`funding_statement`	Entity: TrustMarker	A statement within a publication manuscript indicating any sources of funding for the underlying research.

TrustMarker¶

Field	Type	Description
`location`	Literal: String	Section in the publication where a Trust Marker was found, or null if present is false.
`present`	Literal: Boolean	Boolean value indicating whether we found a Trust Marker in a publication.

Dimensions Research Integrity Dataset Deprecations¶

This section lists fields that have been deprecated and should no longer be used within queries. In time, deprecated fields will be removed from the data source’s corresponding schema in BigQuery.

Deprecated Fields¶

Field	Type	Description
`funding`	Entity: ResearchFunding	Deprecated in favor of: `research_funding`