Topic summary
60%15 analyzed articles/videos8,278 analyzed words
BS Summary: These Content Moderation results contain 48 faulty reasoning types, including Hasty Generalization, Biased Writer Voice, and Availability Heuristic, with Negativity Bias as the most egregious example at 13% saturation with 4,991 hits. Analysis detected 30,977 faulty-reasoning hits from 38,292 analyzed words across 15 articles, generating a BS Score of 1.7% and a BS Rank of 26% (17,277 of 23,346 topics). This Content Moderation is better (less manipulative) than 74.00% of the peer group.

Ranking context

Position among analyzed topics

26% percentile
025507510026.0% percentile
1.7% BS Score15 analyzed articles38.3K analyzed words

Reasoning profile

Selected profile versus the sitewide rate

TopicSitewideShared scale 0–50%
0.0%10%20%30%40%50%Framing EffectSitewide 26.9%Topic 3.8%3.8%Appeal to EmotionSitewide 15.9%Topic 2.5%2.5%Appeal to AuthoritySitewide 11.1%Topic 3.0%3.0%Halo EffectSitewide 6.7%Topic 0.3%0.3%In-Group BiasSitewide 6.9%Topic 0.6%0.6%Negativity BiasSitewide 19.2%Topic 13.0%13.0%Optimism BiasSitewide 6.0%Topic 1.6%1.6%Overconfidence BiasSitewide 4.6%Topic 0.8%0.8%Availability HeuristicSitewide 9.1%Topic 5.3%5.3%Anchoring BiasSitewide 4.0%Topic 0.5%0.5%

Sitewide departure map

Above the diagonal means this profile uses the pattern more often

0.0%0.0%10%10%20%20%30%30%40%40%50%50%Framing Effect: Topic 3.8%, sitewide 26.9%Negativity Bias: Topic 13.0%, sitewide 19.2%Appeal to Emotion: Topic 2.5%, sitewide 15.9%Appeal to Authority: Topic 3.0%, sitewide 11.1%Availability Heuristic: Topic 5.3%, sitewide 9.1%Hasty Generalization: Topic 8.6%, sitewide 8.1%Confirmation Bias: Topic 4.0%, sitewide 7.5%Biased Writer Voice: Topic 6.9%, sitewide 5.3%In-Group Bias: Topic 0.6%, sitewide 6.9%Halo Effect: Topic 0.3%, sitewide 6.7%Optimism Bias: Topic 1.6%, sitewide 6.0%Anecdotal: Topic 4.5%, sitewide 5.2%Overconfidence Bias: Topic 0.8%, sitewide 4.6%Anchoring Bias: Topic 0.5%, sitewide 4.0%Self-Serving Bias: Topic 1.6%, sitewide 3.7%Post Hoc (False Cause): Topic 2.5%, sitewide 3.3%Out-Group Homogeneity Bias: Topic 0.1%, sitewide 3.1%Fundamental Attribution Error: Topic 1.2%, sitewide 2.7%Recency Bias: Topic 1.7%, sitewide 2.7%Loss Aversion: Topic 0.8%, sitewide 2.5%Bandwagon: Topic 0.6%, sitewide 2.2%Status Quo Bias: Topic 0.7%, sitewide 2.2%Ad Hominem: Topic 0.2%, sitewide 2.2%Politically Left Leaning Bias: Topic 0.5%, sitewide 2.0%Framing EffectSitewide rateTopic rate

Analyzed articles and videos

TikTok knowingly lied about how its algorithm led to a suicide74%
Android Authority78%By Hillary Keverenge88%8/6/2026, 5:38:47 AM
AI isn’t enough to protect social media communities from AI41%
Ars Technica44%By Scharon Harding58%8/6/2026, 4:00:44 AM
TikTok Says ‘Moderator Error’ Kept Perez Hilton Livestream Up31%
WIRED38%By Ej Dickson60%8/5/2026, 12:35:22 PM
Telegram CEO says extortionist planted illegal content that triggered App Store removal40%
9to5Mac75%By Marcus Mendes50%8/4/2026, 12:33:46 PM
Apple briefly yanked Telegram from the App Store over CSAM violations51%
The Verge71%By Emma Roth55%8/4/2026, 5:57:43 AM
Multiple Major ASMR Accounts Suddenly Removed From YouTube Over ‘Explicit Content’64%
Kotaku81%By Zack Kotzer80%8/2/2026, 1:55:49 PM
LinkedIn adds a ‘seems like AI slop’ button after blocking billions of automated comment attempts in the last few months39%
Fortune75%By Marco Quiroz-Gutierrez57%7/31/2026, 3:32:51 PM
Google Earth's new AI image generation function didn't survive a day after users deepfaked disasters36%
Business Insider42%By Katherine Li28%7/31/2026, 1:55:11 PM
LinkedIn's new 'Seems like AI slop' button lets you report all those cringey posts41%
ZDNET68%By Jada Jones62%7/31/2026, 9:42:21 AM
LinkedIn Introduces a 'Seems Like AI Slop' Button89%
404 Media68%By Joseph Cox73%7/30/2026, 7:34:29 AM