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In April 2022, Matthias Scheffler and colleagues argued in Nature that FAIR principles are "a must" so that data mining and artificial intelligence can extract useful scientific information from the data. [21] However, making data (and research outcomes) FAIR is a challenging task, and it is challenging to assess the FAIRness. [22]
Consisting of ten concise principles, along with a description for each, the Leiden Manifesto aims to reconstruct the way that research evaluations by academic publishers and scientific institutions are done. Its emphasis lies in detailed and close evaluation of research, rather than the excessive use of quantitative data in evaluations.
The Five Safes is a framework for helping make decisions about making effective use of data which is confidential or sensitive. It is mainly used to describe or design research access to statistical data held by government and health agencies, and by data archives such as the UK Data Service.
The Personnel Evaluation Standards (2nd edition) was published in 1988 and updated in 2008, The Program Evaluation Standards (2nd edition) was published in 1994 (the third edition of which is in draft form as of 2008), and The Student Evaluation Standards was published in 2003. The Joint Committee is a private nonprofit organization.
Appropriate application of the four principles requires that Stakeholder analysis must first be performed. Thorough stakeholder analysis is important to identify: the correct entity(s) from whom to seek informed consent; the party(s) who bear the burdens or face risks of research; the party(s) who will benefit from research activity; and, the party(s) who are critical to mitigation in the ...
The European Code of Conduct for Research Integrity 2023 states, for example, the principles that, "Researchers, research institutions, and organisations ensure that access to data is as open as possible, as closed as necessary, and where appropriate in line with the FAIR Principles (Findable, Accessible, Interoperable and Reusable) for data ...
Indexing and classification methods to assist with information retrieval have a long history dating back to the earliest libraries and collections however systematic evaluation of their effectiveness began in earnest in the 1950s with the rapid expansion in research production across military, government and education and the introduction of computerised catalogues.
3. Access/Participation [14] Access as defined in the Fair Information Practice Principles includes not only a consumer's ability to view the data collected, but also to verify and contest its accuracy. This access must be inexpensive and timely in order to be useful to the consumer.