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Fact-checking began as a newsroom function and became an industry.

Hundreds of organisations now publish on claims circulating online.

Evaluations show that a correction does change beliefs, on average and modestly.

The old finding that corrections has not survived .

Two harder problems remain.

The first is arithmetic: false claims are cheap to produce and expensive to check.

A single checked article can take a day; a generated one takes a second.

The second is : corrections reach a fraction of the original audience.

Attention has therefore shifted from checking claims to labelling sources and slowing spread.

works surprisingly well: asking a user to open a link before sharing it reduces sharing of false stories.

, which teaches the technique rather than the claim, holds up better over time than a correction.

People who can recognise a false dilemma do not need to be told about each new instance.

Institutional trust, however, sets a on all of it.

A correction from a distrusted source is read as confirmation of the original claim.

That is why local, specific and boring corrections outperform national, general and dramatic ones.

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