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English(EN) Sources of Truth: A Multi-Platform, Multilingual Audit of Citations in AI Mental Health Information Queries

AI搜索工具引用的心理健康信息来源有限 · 追踪到2个来源

对ChatGPT、Perplexity和Google AI Overview等AI驱动的搜索工具进行的最新审计显示,它们在引用心理健康信息来源方面存在显著的集中性。研究发现,仅有十个域名就占了英文引用量的43%以上,其中政府、商业健康和学术来源的代表性几乎相等。虽然各平台引用的数量相似,但在引用的一致性和偏好的来源类型上存在差异,非英语查询的引用量更少,导向适当语言资源的比例也更低。研究人员已发布了他们的分类法、分类器和注释语料库,以供未来对生成式健康搜索进行审计。 AI

影响 凸显了AI生成健康信息中潜在的偏见和局限性,敦促用户和开发者谨慎。

排序理由 该集群包含一篇详细介绍研究并发布语料库的学术论文。

在 arXiv cs.CL 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

AI搜索工具引用的心理健康信息来源有限 · 追踪到2个来源

本文如何被排名

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Research
该集群包含一篇详细介绍研究并发布语料库的学术论文。
Source corroboration
2 independent sources
Multiple independent publishers reporting the same story raises confidence that it's real and newsworthy.
Topics
paper, product, safety
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
37 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

完整方法见我们的编辑标准。

报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Phuong Anh Nguyen, Jill Noorily, Matthew Flathers, Haruka Notsu, Laura Ospina-Pinillos, Tommy Nguyen, Samantha Clark, Aoife Keane, Grace Thompson, John Torous ·

    信息来源:AI心理健康信息查询中引用的多平台、多语言审计

    arXiv:2609.00319v1 Announce Type: cross Abstract: Online health information seeking is shifting from keyword search, where users consider a ranked list of links, to conversational systems that compose a single answer and curate its citations. Source evaluation therefore passes fr…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · John Torous ·

    信息来源:AI心理健康信息查询中引用的多平台、多语言审计

    Online health information seeking is shifting from keyword search, where users consider a ranked list of links, to conversational systems that compose a single answer and curate its citations. Source evaluation therefore passes from user to platform, yet what these systems surfac…