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Keywords = Devil’s advocate

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36 pages, 1084 KiB  
Article
Quantifying Claim Robustness Through Adversarial Framing: A Conceptual Framework for an AI-Enabled Diagnostic Tool
by Christophe Faugere
AI 2025, 6(7), 147; https://doi.org/10.3390/ai6070147 - 7 Jul 2025
Viewed by 1051
Abstract
Objectives: We introduce the conceptual framework for the Adversarial Claim Robustness Diagnostics (ACRD) protocol, a novel tool for assessing how factual claims withstand ideological distortion. Methods: Based on semantics, adversarial collaboration, and the devil’s advocate approach, we develop a three-phase evaluation process combining [...] Read more.
Objectives: We introduce the conceptual framework for the Adversarial Claim Robustness Diagnostics (ACRD) protocol, a novel tool for assessing how factual claims withstand ideological distortion. Methods: Based on semantics, adversarial collaboration, and the devil’s advocate approach, we develop a three-phase evaluation process combining baseline evaluations, adversarial speaker reframing, and dynamic AI calibration along with quantified robustness scoring. We introduce the Claim Robustness Index that constitutes our final validity scoring measure. Results: We model the evaluation of claims by ideologically opposed groups as a strategic game with a Bayesian-Nash equilibrium to infer the normative behavior of evaluators after the reframing phase. The ACRD addresses shortcomings in traditional fact-checking approaches and employs large language models to simulate counterfactual attributions while mitigating potential biases. Conclusions: The framework’s ability to identify boundary conditions of persuasive validity across polarized groups can be tested across important societal and political debates ranging from climate change issues to trade policy discourses. Full article
(This article belongs to the Special Issue AI Bias in the Media and Beyond)
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20 pages, 755 KiB  
Concept Paper
Where Is the Money? The Intersectionality of the Spirit World and the Acquisition of Wealth
by Suleman Lazarus
Religions 2019, 10(3), 146; https://doi.org/10.3390/rel10030146 - 27 Feb 2019
Cited by 28 | Viewed by 49309
Abstract
This article is a theoretical treatment of the ways in which local worldviews on wealth acquisition give rise to contemporary manifestations of spirituality in cyberspace. It unpacks spiritual (occult) economies and wealth generation through a historical perspective. The article ‘devil advocates [...] Read more.
This article is a theoretical treatment of the ways in which local worldviews on wealth acquisition give rise to contemporary manifestations of spirituality in cyberspace. It unpacks spiritual (occult) economies and wealth generation through a historical perspective. The article ‘devil advocates’ the ‘sainthood’ of claimed law-abiding citizens, by highlighting that the line dividing them and the Nigerian cybercriminals (Yahoo-Boys) is blurred with regards to the use of magical means for material ends. By doing so, the article also illustrates that the intersectionality of the spirit world and the acquisition of wealth (crime or otherwise) is connected with local epistemologies and worldviews, and its contemporaneity has social security benefits. Therefore, the view that the contemporary manifestations of spirituality in cyberspace signify a ‘new-danger’ and an ever-increasing outrage in Nigerian society is misplaced. I conclude that if people believe all aspects of life are reflective of the spiritual world and determined by it, the spiritual realm, by implication, is the base of society, upon which sits the superstructure comprised of all aspects of life, especially wealth. Inferentially, this conceptual position that the spirit world is the base of society is an inversion of Orthodox Marxist’s theory of economic determinism. Full article
(This article belongs to the Special Issue Magic and Supernaturalism Today)
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