论文进阶
Multi-stakeholder
多方利益相关者，纳入多种角色（如用户、专家、机构、社区）的设计或评估方式，强调不同立场与专长的协同。
English Definition
"An approach or system that involves multiple distinct groups with different roles, interests, or expertise in design, evaluation, or governance."
用法说明 · 针对中文母语者
常作定语修饰 design/evaluation/governance 等；'stakeholder' 本身在设计/服务设计中是关键概念。
真实用例 · 3 条
"This approach also channels expertise and engagement from multiple stakeholders, resulting in a benchmark that is both contextually grounded and adaptable to other domains and regions."
论文Pipeline extracted — review needed·介绍该方法汇聚多方专长
"AfriMed-QA marks a step forward by incorporating multi-stakeholder input and African contextual grounding, but limits its scope to short-answer and MCQ formats."
论文Pipeline extracted — review needed·在相关工作综述中，评价 AfriMed-QA 引入多方参与
"Keywords: Community centered evaluation, LLM benchmarking, Multi-lingual, Multi-stakeholders, Healthcare, India"
论文Pipeline extracted — review needed·论文关键词中列出 multi-stakeholders 作为核心议题
由 pipeline 自动采集，待人工 review