About · Editorial Standards

Editorial standards.

BioShield AI is an educational platform on a sensitive topic. This page describes how content is sourced, reviewed, and updated — and the principles that govern what we will and will not say.

Editorial principles

Sourcing

BioShield AI's content is grounded in widely accepted public-health and clinical-education sources, including the U.S. Centers for Disease Control and Prevention, the World Health Organization, the National Institutes of Health, major academic medical centers, professional society guidance (American Academy of Pediatrics, American College of Emergency Physicians, American College of Obstetricians and Gynecologists), and standard clinical references.

We do not invent thresholds. Where a threshold appears in our guidance — fever cutoffs, watch windows, hydration markers — it reflects mainstream clinical guidance simplified for non-clinician readers. Where guidance is contested or evolving, we say so.

What we will not do

Use of AI

BioShield AI uses large language models to help users frame their situation in real time. AI outputs are guided by structured prompts, conservative defaults, and explicit red-flag rules. We treat AI as a calibrated reasoning aid, not as an authority. If a model output appears to conflict with mainstream clinical guidance, we update the prompt or content rather than defending the model.

Conflicts of interest

BioShield AI may be supported by display advertising and affiliate referrals to vetted preparedness products. Editorial content and AI risk framings are independent of revenue sources. No advertiser or affiliate has influence over what symptoms warrant escalation, what tier a situation receives, or what we recommend.

Corrections and updates

If you find an error in our content — outdated guidance, factual mistake, ambiguous threshold — email editorial@bioshield.ai with the page URL and a short description. Corrections are reviewed against current public-health guidance and updated where warranted.

Review cycle

High-impact pages — symptom thresholds, urgent-care criteria, emergency warning signs — are reviewed at least annually and after any major guidance change from the CDC, WHO, or relevant professional societies. Page-level review dates are tracked internally and reflected in updates over time.

See the principles applied.

Our hub pages and AI guide are where the editorial stance becomes concrete.

Symptom Hub →

Related: About · AI Limits · Medical Disclaimer.