Topic · social
Subtle Cosmetic Procedures
4 posts
· 146 engagement
· first seen 9 May 2026
· last seen 11 Jun 2026
A user seeks recommendations for a clinic and specialist offering subtle lip filler, emphasizing natural results and safety concerns.
Stance breakdown
How the per-edge framings classify across 4 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.
Supportive
2
Critical
1
Neutral / explainer
1
Sentiment breakdown
Whole-post emotional valence across 4 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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reddit
4 posts
· 146 engagement
146
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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reddit
· u/firefly-fred
· sentiment: neutral
· ♥ 13
· ↻ 0
· 💬 29
· 100 engagement
9 May
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reddit
· u/BubbyWitch1
· sentiment: neutral
· ♥ 2
· ↻ 0
· 💬 6
· 20 engagement
18 May
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reddit
· u/Smooth_Wonder2144
· sentiment: neutral
· ♥ 4
· ↻ 0
· 💬 4
· 16 engagement
11 Jun
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reddit
· u/randomrequest06
· sentiment: neutral
· ♥ 1
· ↻ 0
· 💬 3
· 10 engagement
12 May