HypeDetector
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Before You Try That Health Remedy -- Check It Here First.

YouTube health videos make serious claims about cures, supplements, and treatments. Some are dangerous. Paste any link and our AI checks the science behind the claims.

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What we check in health videos

Health content is the category where misleading videos cause the most direct harm. Someone who buys a bad course loses money. Someone who follows dangerous dietary advice or substitutes unverified supplements for real medical care can be seriously hurt.

The first dimension we examine is the quality of medical authority claims. A video that says "doctors recommend" or "clinically proven" without naming the doctors or the clinical studies is using the appearance of credibility without providing any. Real medical claims cite specific studies, name the researchers, give the sample size, and acknowledge the limitations of that research.

We also check for the "natural equals safe" fallacy. Many health videos present natural origin as proof of safety, and this is simply not true. Arsenic is natural. Botulinum toxin is natural. The question is not whether something is natural but whether there is evidence it works and evidence it is safe at the dose being recommended. HypeDetector checks whether the video provides that evidence or simply assumes natural origin makes the case.

The third area is the structural pattern of "what they do not want you to know" framing. This rhetorical move is designed to make the viewer feel they are receiving suppressed information that mainstream medicine is hiding. In practice it is almost always used to sell something -- a supplement, a program, a course -- and the conspiracy framing is there to prevent the skepticism that would block the sale.

Common health claim scam patterns

Doctors do not want you to know this

This phrase and its variants appear reliably in health content that is selling something the mainstream medical community does not endorse. The framing positions the creator as a brave outsider who has discovered what the establishment is hiding. In almost every case the "hidden" information is either disproved, not proven, or not what the video claims it is.

HypeDetector specifically checks for suppressed-knowledge framing and flags it as a strong hype signal regardless of what follows.

Miracle cure claims

No legitimate medical treatment produces results dramatically faster or more completely than everything else in its category, with no side effects, in every patient. When a YouTube video describes something as a "cure" -- especially for a chronic condition -- the word itself is a signal that the claim is not being held to clinical standards.

HypeDetector checks for outcome language that exceeds what clinical evidence typically supports and flags it with an explanation.

Clinically proven without naming the proof

The phrase "clinically proven" has no regulatory protection outside specific pharmaceutical contexts. Any brand can print it on a label. Any creator can say it in a video. HypeDetector checks whether clinical claims are accompanied by verifiable specifics -- the study name, the publishing journal, the institution, the sample size -- and flags cases where the language of clinical proof appears with none of the substance behind it.

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