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...
VQV Signal
MONEY
WATCH
GENERAL
Sources of Truth: A Multi-Platform, Multilingual Audit of Citations in AI Mental Health Information Queries
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...
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 surface is poorly characterized. We...
Business readers can use this as a signal of where capital, competition, or market attention is moving.
VQV organizes public signals from inspectable sources. It does not independently verify the underlying report.
Signal Strength 90%
Technical label WATCH
Public Interest 39
Category MONEY
Reader Depth GENERAL
Signal Strength reflects source quality, relevance, freshness and evidence. Public Interest helps organize discovery; it is not proof of truth.
Public Interest components
Recognizable Entity Score 67
Practical Impact Score 20
Novelty Interest Score 48
Consequence Score 18
Curiosity Score 0
Shareability Score 56
VQV surfaced this signal because it is recent, relevant to AI Search, connected to arXiv.
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