Access & Reuse slice from biomedical data lifecycle wheelAccess & Reuse Considerations

Who has access to data and how they are permitted to use data are important considerations. When publishing or sharing data, determine how and to whom you will provide access to your data. Also, think about what you will allow to be done with your data, and provide provisions for reuse, redistribution, and creation of derivatives.

When thinking about your project:

Make It Easier to (Re)Use Your Data

This paper "Nine simple ways to make it easier to (re)use your databy Ethan P. White et al. presents recommendations for scientists on how to to make their data understandable, easy to analyze, and readily available:

  1. Share your data
  2. Provide metadata
  3. Provide an unprocessed form of the data
  4. Use standard data formats for files, tables, and within table cells
  5. Use good null values
  6. Make it easy to combine your data with other datasets
  7. Perform basic quality control
  8. Use an established repository
  9. Use an established and liberal license
  • Provide Access to Data

    DOIs and Data Citations

    Digital Object Identifier: get a DOI to make your data easier to find and cite

    • Digital Object Identifiers (DOIs) are used for identifying intellectual property in the digital environment

    • Many data repositories and publishers provide specific instructions for how to cite their data

    • A dataset should be cited formally in an article's reference list, not just informally in the text

    Data Citation: provide a citation to your data to make it easy for others to reference your work

    • Elements of a Data Citation: (FORCE11 Joint Declaration of Data Citation Principles)

      • Author/Creator(s): the creators of the data; can be one or more people or organizations

      • Title: the title of the data set

      • Version: the exact version or edition of the data set use

      • Publication Date: the date when the data set was published or released

      • Publisher/Archive: the data center or repository that is archiving and distributing the data

      • Identifier/Locator: URL or other linkable locator for the data; a persistent, permanent URL such as a DOI (Digital Object Identifier) or a handle is preferred

    • Example: Rodriguez, Tommy (2013): 17,170 Base Pair Alignment of Thirteen Time-Extended Lineages [data: (complete) mtDNA; format: ClustalW]. figshare. https://dx.doi.org/10.6084/m9.figshare.815894 Retrieved: 16 26, Jan 04, 2016 (GMT)

  • Appropriately License Data

    Promote proper data reuse
    • Data is not copyrightable, but particular expressions of data, such as a table in a book, can be copyrightable (see Intellectual Property)

    • Promote sharing and unlimited use of your data by making it available under an Open Data Commons or Creative Commons license

      • Public Domain (CC0) is frequently suggested for open data. They rely on community norms for attribution, and they prevent the problem of attribution stacking, where a researcher uses data from multiple datasets and provides attribution for each component

      • Attribution (CC BY) is recommended for maximum dissemination and use of licensed materials

      • Use the License Chooser to explore Creative Commons licenses and determine which license to choose from
https://datamanagement.hms.harvard.edu/access-reuse
datamanagement.hms.harvard.edu
crawl=CC-MAIN-2022-05
42343
application/http; msgtype=response
sha1:XT2JEZDTMTJJMZFUDRQ3EIXMJ3ADY6P5
<urn:uuid:644df54f-ea89-491c-b0c2-32c1b1b0c7fa>
2022-01-21T22:45:44Z
23.23.145.184
text/html
sha1:LDVIBCI4IIUABGMGTKXTQHIB3P6X4OJ7
<urn:uuid:87ce1731-6853-442d-988a-3424a9faa61b>
https://datamanagement.hms.harvard.edu/access-reuse
response
<urn:uuid:f2b2a4fe-a3e2-40b8-b08e-73410a0bc0ec>
isPartOf: CC-MAIN-2022-05
publisher: Common Crawl
description: Wide crawl of the web for January 2022
operator: Common Crawl Admin (info@commoncrawl.org)
hostname: ip-10-67-67-24
software: Apache Nutch 1.18 (modified, https://github.com/commoncrawl/nutch/)
robots: checked via crawler-commons 1.3-SNAPSHOT (https://github.com/crawler-commons/crawler-commons)
format: WARC File Format 1.1
conformsTo: https://iipc.github.io/warc-specifications/specifications/warc-format/warc-1.1/