Academic Journal

Reflection machines: Increasing meaningful human control over Decision Support Systems

التفاصيل البيبلوغرافية
العنوان: Reflection machines: Increasing meaningful human control over Decision Support Systems
المؤلفون: Cornelissen, N.A.J., Eerdt, R.J.M. van, Schraffenberger, H.K., Haselager, W.F.G.
المصدر: Ethics and Information Technology, 24, 2
سنة النشر: 2022
المجموعة: Radboud University: DSpace
مصطلحات موضوعية: Cognitive artificial intelligence
الوصف: Contains fulltext : 249258.pdf (Publisher’s version ) (Open Access) ; Rapid developments in Artificial Intelligence are leading to an increasing human reliance on machine decision making. Even in collaborative efforts with Decision Support Systems (DSSs), where a human expert is expected to make the final decisions, it can be hard to keep the expert actively involved throughout the decision process. DSSs suggest their own solutions and thus invite passive decision making. To keep humans actively 'on' the decision-making loop and counter overreliance on machines, we propose a 'reflection machine' (RM). This system asks users questions about their decision strategy and thereby prompts them to evaluate their own decisions critically. We discuss what forms RMs can take and present a proof-of-concept implementation of a RM that can produce feedback on users' decisions in the medical and law domains. We show that the prototype requires very little domain knowledge to create reasonably intelligent critiquing questions. With this prototype, we demonstrate the technical feasibility to develop RMs and hope to pave the way for future research into their effectiveness and value. ; 15 p.
نوع الوثيقة: article in journal/newspaper
اللغة: unknown
Relation: https://repository.ubn.ru.nl//bitstream/handle/2066/249258/249258.pdf; https://hdl.handle.net/2066/249258
DOI: 10.1007/s10676-022-09645-y
الاتاحة: https://hdl.handle.net/2066/249258
https://repository.ubn.ru.nl//bitstream/handle/2066/249258/249258.pdf
https://doi.org/10.1007/s10676-022-09645-y
رقم الانضمام: edsbas.50634291
قاعدة البيانات: BASE
الوصف
DOI:10.1007/s10676-022-09645-y