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Research transparency is a major aspect of scientific research. It covers a variety of scientific principles and practices: reproducibility, data and code sharing, citation standards or verifiability. The definitions and norms of research transparency significantly differ depending on the disciplines and fields of research.
Analytic methods transparency (3) Research materials transparency (4) with all the relevant data, code and research materials stored on a "trusted repository" and all analysis being already reproduced independently prior to publication. [56] Design and analysis transparency (5) with dedicated standards for "review and publication". [56]
Accountability in Research is devoted to the examination and critical analysis of practices and systems for promoting integrity in the conduct of research. It provides an interdisciplinary, international forum for the development of ethics, procedures, standards, policies, and concepts to encourage the ethical conduct of research and to enhance the validity of research results.
Scholarly research in any academic discipline may also be labeled as (partly) transparent (or open research) if some or all relevant aspects of the research are open in the sense of open source, [17] open access and open data, [18] thereby facilitating social recognition and accountability of the scholars who did the research and replication by ...
Researcher accountability implies that researchers are cognizant of, and take some responsibility for, the potential impact of their ways of doing research – and of writing it up – on the social fields of which the research is part. Accountability is linked to considering carefully, and being open to challenge in relation to, one's choices ...
Medical or health data: AI isn’t Health Insurance Portability and Accountability Act-compliant, so redact your name and other identifying info if you ask AI for health advice. Your privacy is ...
“The US Intelligence Community operates in the shadows, but I will keep demanding sunlight, pushing for transparency and accountability, and fighting for answers for every American lost in this ...
ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT, formerly known as ACM FAT*) is a peer-reviewed academic conference series about ethics and computing systems. [1] Sponsored by the Association for Computing Machinery , this conference focuses on issues such as algorithmic transparency , fairness in machine learning , bias ...