Topic · social
Stuff Media Transparency
3 posts
· 448 engagement
· first seen 11 Nov 2026
· last seen 11 Nov 2026
the practice of media organizations failing to disclose advisory relationships with political entities
Stance breakdown
How the per-edge framings classify across 3 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Sentiment breakdown
Whole-post emotional valence across 3 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.
Platform mix
Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.
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twitter
1 post
· 447 engagement
447
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youtube
2 posts
· 1 engagement
1
Top posts by engagement
The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.
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twitter
· @TaxpayersUnion
· sentiment: negative
· ♥ 261
· ↻ 42
· 💬 34
· 447 engagement
11 Nov
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youtube
· @UCb3hWW3K-knwuK2sFXy2aLA
· reply
· sentiment: negative
· ♥ 1
· ↻ 0
· 💬 0
· 1 engagement
11 Nov
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youtube
· @UCogn_WXEpJwhCcXx9E0x1HA
· reply
· sentiment: negative
· ♥ 0
· ↻ 0
· 💬 0
· 0 engagement
11 Nov