{"id":21,"date":"2024-02-03T15:00:00","date_gmt":"2024-02-03T15:00:00","guid":{"rendered":"https:\/\/greoux.re\/explore\/?p=21"},"modified":"2024-02-03T15:00:00","modified_gmt":"2024-02-03T15:00:00","slug":"generations-dgr-stakeholder-engagement-llm-persona","status":"publish","type":"post","link":"https:\/\/greoux.re\/explore\/generations-dgr-stakeholder-engagement-llm-persona\/","title":{"rendered":"Generations: Understanding Deep Geological Repository Stakeholders through Large Language Model Personas"},"content":{"rendered":"\n\n\n\n
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\n\n Generations: Understanding Deep Geological Repository Stakeholders through Large Language Model Personas\n <\/a>\n<\/div>\n
PDF, 20 pages. Last Updated: August 2025.<\/small><\/div>\n<\/div>\n<\/div>\n
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This report provides a technical description of Generations<\/em>, an Interactive.li-based serious game<\/a> aimed at exploring and understanding stakeholder roles in Deep Geological Repository<\/em> (DGR) siting<\/span> with Large Language Model<\/em> (LLM) personas.<\/p>\n\n\n

In the game, participants assume the role of a policymaker, making decisions at key stages of the programme and receiving feedback from simulated stakeholder groups. Stakeholder responses are generated by an LLM trained on contextual information, government policies and strategies, as well as each group’s specific interests, expectations, and legal responsibilities.<\/p>\n\n\n

The aim of the game is not to identify optimal stakeholder engagement strategies, but to raise awareness of the complexity involved in long-term governance, the need for trade-offs, and the importance of aligning diverse stakeholder perspectives.<\/p>\n\n\n

Generations<\/em> was designed to spark dialogue, promote critical thinking, and encourage reflection on how decisions are framed and negotiated. To enhance the realism and relevance of the simulation, the game is grounded in the Swiss context<\/a> and publicly available sources. Switzerland’s participatory approach in radioactive waste governance provides a compelling example for exploring stakeholder dynamics in depth.<\/p>\n\n\n

The learning experience is also intended to be playful and engaging. As they progress through different stages of the game, players collect points based on how well their decisions satisfy the expectations of different stakeholders. The winner is the player with the highest score at the end. However, players must also avoid receiving a stakeholder veto, which results in an immediate “game over”.<\/p>\n\n\n

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<\/i> \u00a0 Caution: Simulated Feedback – For Educational Purposes Only<\/div>\n

The stakeholder personas featured in Generations<\/em> are fictional representations created for educational and illustrative purposes. They are based on publicly available information and are not affiliated with, endorsed by, or intended to represent the official positions of any real-world institutions, including the Swiss Federal Office of Energy (SFOE), the Swiss Federal Nuclear Safety Inspectorate (ENSI), the National Cooperative for the Disposal of Radioactive Waste (NAGRA), or other named bodies. All AI-generated responses used in this game are simulations and should not be interpreted as factual statements, policy recommendations, or official communications.<\/p>\n

Large Language Models (LLMs) can sometimes “hallucinate” – that is, generate inaccurate or misleading information – because they rely on predicting patterns rather than retrieving verified facts. While care has been taken to ensure the content reflects known legal and institutional frameworks, no guarantee is given regarding its accuracy or completeness.<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

Generations – an Interactive.li serious game – explores the complexity of Deep Geological Repository (DGR) governance, the need for trade-offs, and the challenge of aligning diverse stakeholder perspectives.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[14,11,15,13],"class_list":["post-21","post","type-post","status-publish","format-standard","hentry","category-interactive-lectures-and-presentations","tag-gamification","tag-interactive-li","tag-stakeholder-engagement","tag-training-and-capacity-building"],"_links":{"self":[{"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/posts\/21","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/comments?post=21"}],"version-history":[{"count":0,"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/posts\/21\/revisions"}],"wp:attachment":[{"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/media?parent=21"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/categories?post=21"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/greoux.re\/explore\/wp-json\/wp\/v2\/tags?post=21"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}