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	Information related to whether the authors of a publication have made a statement about how each author contributed to the publication and/or conflicts of interest that could bias their findings or the way they were reported.	 {"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	Information related to whether the authors of a publication have made a statement about the availability to other researchers of the code supporting a publication. Where a statement has been made, this field may include further information from the statement concerning whether the code has been made available to other researchers and where it can be found.	 {"code_availability_statement": {"present": true, "location": "code_availability_statement"}, "code_locations": {"repository_urls": ["https://github.com/ElementoLab/"]}}
`data`	Entity: Data	Information related to whether the authors of a publication have made a statement about the availability to other researchers of the data supporting a publication. Where a statement has been made, this field may include further information from the statement concerning whether the data has been made available to other researchers and where it can be found.	 {"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	Information related to whether the authors of a publication have made a statement about having sought ethical approval for the work that led to the publication.	 {"ethical_approval_statement": {"present": true, "location": "ethical_approval_statement"}}
`funding`	Entity: Funding	Information related to whether the authors of a publication have made a statement about how the work was funded.	 {"funding_statement": {"present": true, "location": "funding_statement"}}
`id`	Literal: String Clustering field	Dimensions publication identifier the trust marker was determined from.	 "pub.1015955465"

Auxiliary Entities¶

AuthorRoles¶

Field	Type	Description
`keywords`	Array of < Literal: String >	Keywords associated with the activity one or more of the authors of the paper partook in during the research. For example: ‘analysed’, ‘conceptualised’.

Authors¶

Field	Type	Description
`author_contribution_statement`	Entity: TrustMarker
`author_roles`	Entity: AuthorRoles
`conflict_of_interest_statement`	Entity: TrustMarker

Code¶

Field	Type	Description
`code_availability_statement`	Entity: TrustMarker
`code_locations`	Entity: CodeLocations

CodeLocations¶

Field	Type	Description
`repository_urls`	Array of < Literal: String >	The URLs found in the Code Availability Statement pointing to the code used for the research.

Data¶

Field	Type	Description
`data_availability_statement`	Entity: TrustMarker
`data_locations`	Entity: DataLocations

DataLocations¶

Field	Type	Description
`categories`	Array of < Literal: String >	Statement of where the data can be accessed, i.e., “online repo”, “not publicly available”, “within paper”, “supplementary files”, “upon request”, “not available”
`repositories`	Array of < Literal: String >	Found repository names in the Data Availability Statement section of the paper. For example: Zenodo, GitHub.
`repository_urls`	Array of < Literal: String >	The URLs found in the Data Availability Statement pointing to the resource the data is present at.

EthicalApproval¶

Field	Type	Description
`ethical_approval_statement`	Entity: TrustMarker

Funding¶

Field	Type	Description
`funding_statement`	Entity: TrustMarker

TrustMarker¶

Field	Type	Description
`present`	Literal: Boolean	Boolean value indicating whether we found a trust marker.