An explanation-oriented inquiry dialogue game for expert collaborative recommendations

This work presents a requirement analysis for collaborative dialogues among medical experts and an inquiry dialogue game based on this analysis for incorporating explainability into multiagent system design. The game allows experts with different knowledge bases to collaboratively make recommendatio...

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Detalles Bibliográficos
Autores: Shaheen, Qurat Ul Ain, Budzynska, Katarzyna, Sierra, Carles
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2024
País:España
Institución:Consejo Superior de Investigaciones Científicas (CSIC)
Repositorio:DIGITAL.CSIC. Repositorio Institucional del CSIC
OAI Identifier:oai:digital.csic.es:10261/378022
Acceso en línea:http://hdl.handle.net/10261/378022
https://api.elsevier.com/content/abstract/scopus_id/85209761556
Access Level:acceso abierto
Palabra clave:Inquiry dialogue game
Collaborative decisions
Explainable artificial intelligence
Expert decisions
Human-centred computing
Descripción
Sumario:This work presents a requirement analysis for collaborative dialogues among medical experts and an inquiry dialogue game based on this analysis for incorporating explainability into multiagent system design. The game allows experts with different knowledge bases to collaboratively make recommendations while generating rich traces of the reasoning process through combining explanation-based illocutionary forces in an inquiry dialogue. The dialogue game was implemented as a prototype web-application and evaluated against the specification through a formative user study. The user study confirms that the dialogue game meets the needs for collaboration among medical experts. It also provides insights on the real-life value of dialogue-based communication tools for the medical community.