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OPEN ACCESSPerspectiveHumancentered explainability for life
sciences, healthcare, and medical informatics
Sanjoy Dey,1 Prithwish Chakraborty,1 Bum Chul Kwon,1 Amit Dhurandhar,2 Mohamed Ghalwash,1,3
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Who needs human-centered explainability for life?
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Individuals looking to better understand themselves and their actions
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Educators wanting to enhance learning and engagement in their students
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What is human-centered explainability for life?
Human-centered explainability for life refers to the practice of making complex systems understandable and transparent to individuals, ensuring that decisions impacting their lives are clear and justifiable.
Who is required to file human-centered explainability for life?
Organizations and individuals involved in developing or implementing systems that affect human lives, such as tech companies, healthcare providers, and public institutions, may be required to file human-centered explainability for life.
How to fill out human-centered explainability for life?
To fill out human-centered explainability for life, one must provide detailed documentation that explains the decision-making process, the algorithms used, potential biases, outcomes, and how these decisions align with ethical standards.
What is the purpose of human-centered explainability for life?
The purpose is to ensure transparency, accountability, and trust in systems that impact individuals, helping them understand how decisions are made and enabling informed choices.
What information must be reported on human-centered explainability for life?
Information such as decision-making algorithms, data sources, potential biases, outcomes of decisions, ethical considerations, and compliance with regulations must be reported.
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