Keyword summary
39%25 analyzed articles/videos4,973 analyzed words
BS Summary: These Biotechnology results contain 51 faulty reasoning types, including Attempt to Sell a Product or Service, Framing Effect, and Biased Writer Voice, with Optimism Bias as the most egregious example at 9.9% saturation with 2,931 hits. Analysis detected 22,091 faulty-reasoning hits from 29,672 analyzed words across 25 articles, generating a BS Score of 1.5% and a BS Rank of 8% (34,077 of 36,715 keywords). This Biotechnology is better (less manipulative) than 92.80% of the peer group.

Ranking context

Position among analyzed keywords

7% percentile
02550751007.2% percentile
1.5% BS Score25 analyzed articles29.7K analyzed words

Reasoning profile

Selected profile versus the sitewide rate

KeywordSitewideShared scale 0–50%
0.0%10%20%30%40%50%Framing EffectSitewide 26.9%Keyword 7.2%7.2%Negativity BiasSitewide 19.2%Keyword 4.5%4.5%Appeal to EmotionSitewide 15.9%Keyword 3.0%3.0%Appeal to AuthoritySitewide 11.1%Keyword 2.1%2.1%Attempt to Sell a Product…Sitewide 0.5%Keyword 8.5%8.5%Availability HeuristicSitewide 9.1%Keyword 2.6%2.6%Confirmation BiasSitewide 7.5%Keyword 1.9%1.9%Halo EffectSitewide 6.7%Keyword 1.8%1.8%Hasty GeneralizationSitewide 8.1%Keyword 4.0%4.0%Optimism BiasSitewide 6.0%Keyword 9.9%9.9%

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: Keyword 7.2%, sitewide 26.9%Negativity Bias: Keyword 4.5%, sitewide 19.2%Appeal to Emotion: Keyword 3.0%, sitewide 15.9%Appeal to Authority: Keyword 2.1%, sitewide 11.1%Optimism Bias: Keyword 9.9%, sitewide 6.0%Availability Heuristic: Keyword 2.6%, sitewide 9.1%Attempt to Sell a Product or Service: Keyword 8.5%, sitewide 0.5%Hasty Generalization: Keyword 4.0%, sitewide 8.1%Confirmation Bias: Keyword 1.9%, sitewide 7.5%Halo Effect: Keyword 1.8%, sitewide 6.7%Biased Writer Voice: Keyword 6.1%, sitewide 5.3%Anecdotal: Keyword 2.0%, sitewide 5.2%Overconfidence Bias: Keyword 1.2%, sitewide 4.6%Anchoring Bias: Keyword 1.1%, sitewide 4.0%Self-Serving Bias: Keyword 1.5%, sitewide 3.7%Post Hoc (False Cause): Keyword 1.2%, sitewide 3.3%Out-Group Homogeneity Bias: Keyword 0.1%, sitewide 3.1%Fundamental Attribution Error: Keyword 0.1%, sitewide 2.7%Recency Bias: Keyword 1.2%, sitewide 2.7%Loss Aversion: Keyword 0.8%, sitewide 2.5%Bandwagon: Keyword 0.5%, sitewide 2.2%Status Quo Bias: Keyword 0.6%, sitewide 2.2%Ad Hominem: Keyword 0.2%, sitewide 2.2%Politically Left Leaning Bias: Keyword 0.3%, sitewide 2.0%Framing EffectSitewide rateKeyword rate

Analyzed articles and videos

In win for RFK Jr., FDA advisory panel narrowly votes to allow compounding of unapproved peptides77%
STAT44%By Sarah Todd0% Lizzy Lawrence81%7/23/2026, 8:08:56 PM
'RNA can do things which we have never seen before': New study challenges assumptions about what RNA was up to at the dawn of life36%
Live Science7%By Kamal Nahas0%7/17/2026, 5:20:00 PM
Can ultrasound unlock the power of gene therapy? A startup makes big claims93%
STAT44%By Jason Mast88%7/17/2026, 8:30:00 AM
Predicting biotech clinical trials and a new Alzheimer’s drug controversy74%
STAT44%By Elaine Chen14% Adam Feuerstein43% Allison DeAngelis25%7/16/2026, 8:06:43 PM
Eli Lilly to acquire psychedelics-focused biotech AtaiBeckley41%
STAT44%By Adam Feuerstein43%7/16/2026, 11:28:27 AM
Drug metabolism AI competition results show that bigger may not always be better65%
STAT44%By Brittany Trang82%7/14/2026, 8:30:00 AM
AIDS activists slam Biden R&D deal with Gilead over HIV prevention drug patents59%
STAT44%By Ed Silverman62%7/13/2026, 8:58:46 PM
AAIC 2026: Researchers focus on tau46%
STAT44%By Andrew Joseph67%7/12/2026, 8:01:45 PM
GLP-1 implant from Vivani Medical aims to help patients stay on treatment17%
CNBC55%By Annika Kim Constantino0%7/11/2026, 12:00:01 PM
Roche13%
STAT44%By Meghana Keshavan0% John Wilkerson0%7/10/2026, 1:35:37 PM