The proposed assistant concept functions as a shared “knowledge navigator” over collaboration documents: it answers questions with traceable sources, surfaces knowledge gaps in the underlying corpus, guides onboarding and participation decisions, and supports agreement drafting and review by generating text while flagging inconsistent terminology as documents evolve.
Abstract
Public-private data sharing increasingly depends on frameworks that align participating organisations around shared definitions, responsibilities, rules, and agreements. Yet, organisations are struggling to design these trust frameworks for public-private data sharing. Based on 11 challenges derived from an LLM-assisted systematic literature review on Diffusion of Innovations Theory and Coordination Theory, we develop role-based requirements for a document-grounded conversational assistant intended to support the development and maintenance of public-private trust frameworks. We then prioritised and refined the challenges and requirements through an expert survey. The proposed assistant concept functions as a shared “knowledge navigator” over collaboration documents: it answers questions with traceable sources, surfaces knowledge gaps in the underlying corpus, guides onboarding and participation decisions, and supports agreement drafting and review by generating text while flagging inconsistent terminology as documents evolve. The outcome is threefold: a prioritised set of document-mediated challenges in public-private trust framework development; an expert-refined, role-based set of functional and non-functional requirements for a document-grounded conversational assistant; and a synthesis that places trust framework development along two dimensions, internal versus external and substance versus process.
This article argues for an evidence-based approach that connects model behaviour, platform controls, user reliance, and auditable governance in enterprise reliability assessment in trust-aware LLM evaluation.
S. Borukar· International Journal of Sci...· 0 citations
The study develops a lightweight, information systems-supported knowledge management strategy organised around three conceptual building blocks: Knowledge Hubs, Knowledge Capsules, and workflow-based safeguarding mechanisms, all supported by an enabling digital, governance and motivation layer.
M. Rau, Erik Perjons· European Conference on Knowl...· 0 citations
Research on industrialised building (IB) adoption has extensively documented technical, organisational and market barriers but has paid less attention to how responsibility for addressing them is organised. The purpose of this study is to examine how responsibility, trust and actor-positioned risk are constructed in Au...
Sahar Soltani, Behzad Abbasnejad, Laura Gutierrez-Bucheli et al.· Buildings· 0 citations
This systematic literature review examines how stakeholder trust is conceptualized and measured in risk and science communication amid increasingly complex information environments shaped by misinformation and disinformation. Following PRISMA procedures, which provide a framework for conducting a systematic review with...
Matthew S. Weber, Chaeyeong Margo Lee, D. Kosson· Risk Analysis· 2 citations
Inter-agency reporting, the routine exchange of administrative data among public bodies to produce
shared statistics, dashboards, and compliance returns, depends on the assumption that a figure
reported by one agency will mean the same thing when consumed by another. In practice, that
assumption is fragile. Divergen...
Uchechi Mary-Linda Unamma· INTERNATIONAL JOURNAL OF SOC...· 0 citations
Effective environmental governance rests on two things: how willing citizens are to get involved, and how much confidence they place in the bodies that make and enforce environmental rules. Community-driven science projects, more widely known as citizen science, have become a practical way of drawing ordinary people in...
G. U. Jack, Musa Yohanna· International journal of re...· 0 citations
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