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作者：Gunther, Wendy Arianne; Joshi, Mayur; Constantinides, Panos
作者单位：Vrije Universiteit Amsterdam; University of Ottawa; University of Manchester; Alliance Manchester Business School
摘要：In this methods article, we unpack how researchers can foster trustworthiness in dimensionalization and category surfacing (DCS), a key method family within the genre of computational theory construction (CTC). Information systems (IS), management, and organizational scholars are increasingly leveraging DCS tools such as topic modeling, word embeddings, and clustering to surface latent categories and dimensions from textual data for theory construction. Yet they struggle because evaluations of...
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作者：Brown, Susan; Seidel, Stefan; D'Arcy, John; Hahn, Jungpil; Hsu, Carol; Matook, Sabine; Shaikh, Maha; Thatcher, Jason Bennett
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作者：Rai, Arun; Tian, Jing; Xue, Ling
作者单位：University System of Georgia; Georgia State University; University System of Georgia; Georgia State University; Pennsylvania Commonwealth System of Higher Education (PCSHE); Pennsylvania State University; Pennsylvania State University - University Park; University System of Georgia; University of Georgia
摘要：Artificial intelligence (AI)-automated decision systems encounter persistent, interdependent, and dynamic fairness tensions that traditional one-off interventions cannot resolve. Because these tensions persist due to interdependence and dynamic interaction, organizations require both a theory of the problem to explain their persistence and a theory of the solution to prescribe how they can be managed. Our design theory, FAIR (fairness adaptation through AI-augmented responsiveness), provides a...
