Plain-English Summary
Case-report and pharmacovigilance context cannot establish incidence in all users.
VV Study Evidence Matrix v1.0
VV Evidence Utility Score
A bounded score for how useful this study is in public explanation, based on evidence tier, design, applicability, endpoint relevance, limitations, safety signals, and publication/source strength.
74/100
Useful Public Evidence
- Evidence tier
- 66/100, weight 18%
- Design strength
- 66/100, weight 18%
- Applicability
- 91/100, weight 16%
- Endpoint relevance
- 88/100, weight 16%
- Limitations transparency
- 50/100, weight 12%
- Safety signal usefulness
- 69/100, weight 10%
- Publication/source strength
- 91/100, weight 10%
Useful for context, but limited by limitations transparency, evidence tier, design strength.
How the study framework works ->Key Findings
- Case-report and pharmacovigilance context cannot establish incidence in all users.
- Product composition, dose, extract type, contamination, and co-exposures may affect risk.
Limitations
- This makes supplement caution concrete.
Why It Matters
Natural does not remove adverse-event review.
Viral Vitalism Verdict
Tier 3
Sources
- LiverTox: Ashwagandha - NIDDK LiverTox
Signal cards
Used in signals
Signal coverage connected to this study through explicit study links, canonical source refs, or evidence visualizations.
Cortisol Is Real. The Internet Turned It Into a Boogeyman.
Cortisol matters for real biology. But cortisol belly, cortisol face, adrenal fatigue, adrenal cocktails, and cortisol-balancing supplements turn vague symptoms and body anxiety into fake certainty.
VV Signal Score
52
Early or context-dependent
- Sources
- 14
- Studies
- 14
- Claims
- 10
Claim ledger
Relevant claims
Claim ledger records connected through this study's ID, topic tags, or source IDs.
cortisol: Ashwagandha has limited human evidence for stress or anxiety
Ashwagandha has limited human evidence for stress or anxiety outcomes, but that does not make it a universal cortisol fix or risk-free adrenal treatment.
tanning: Tanning beds are not a safer substitute for perineum
Tanning beds are not a safer substitute for perineum sunning or sunlight; UV-emitting tanning devices increase dermatologic risk and are classified as carcinogenic exposures.
tanning: A tan provides only minimal protection and should not
A tan provides only minimal protection and should not be treated as meaningful SPF or as a safe skin-cancer prevention strategy.
raw milk: Raw milk is not safer than pasteurized milk because
Raw milk is not safer than pasteurized milk because pasteurization is designed to reduce disease-causing germs while preserving milk’s nutritional role.
raw milk: Children are a higher-risk group for serious illness from
Children are a higher-risk group for serious illness from raw milk pathogens, making child-focused raw-milk recommendations materially different from adult food-choice arguments.
ketamine: Ketamine should not be framed as a casual relaxation
Ketamine should not be framed as a casual relaxation substitute for cannabis; FDA warns about meaningful safety and monitoring concerns for compounded ketamine products.