Resources - EDITORIAL STANDARDS
How we grade evidence at Vivera Education
Every compound guide on this site carries one of four evidence grades describing how far human research has actually gone, and none of them says anything about whether something is approved, safe or legal.
Every compound guide on Vivera Education carries an evidence grade, and there are four of them: Human trial data, Investigational, Early human data, and Animal or lab only. Each grade answers exactly one question, which is how far the research on that compound has actually progressed in humans. The grades say nothing about whether a compound is approved, legal, safe, or appropriate for anybody. This page explains what each grade means, what would cause one to change, and the editorial rules the site holds itself to. It exists because a site that grades other people's evidence owes readers a plain account of its own method.
Why grade evidence at all?
Because the phrase studies show hides an enormous range of quality. A multi-site randomised controlled trial in several thousand people and a single experiment in twelve mice can both be truthfully described as a study, and in casual writing they routinely are. The result is that a compound with genuine clinical trial evidence and a compound whose entire reputation rests on one cell-culture paper can be discussed in identical language, and a reader has no way to tell them apart without going and reading the underlying literature themselves. Grading is an attempt to put that difference at the top of the page rather than leaving it buried three paragraphs down or omitted entirely.
What do the four grades mean?
The grades sit on a single axis: how far has this been taken in humans. They are deliberately coarse. A finer-grained scale would imply a precision that the underlying literature often does not support.
- Human trial data. Meaningful randomised controlled trials in humans exist. This is the strongest grade the site uses. It means the compound has been tested in the study design best suited to separating an effect from expectation and chance, and that the trials are substantial enough to be worth discussing as evidence rather than as a signal.
- Investigational. Real human trial data exists, but the compound is approved nowhere. This grade captures a specific and common situation: something has been through genuine human research, often in a pharmaceutical development programme, and has not reached approval in any jurisdiction. That may be because development stopped, because trials did not deliver, because safety questions arose, or because the programme is simply unfinished.
- Early human data. Small, preliminary or unreplicated human studies only. There are humans in the literature, but the work is thin: limited participant numbers, short duration, no control group, single-site, or never independently repeated. Findings at this level are best read as reasons someone thought further research was worth doing, not as conclusions.
- Animal or lab only. No meaningful human evidence exists. Everything known comes from cell culture, tissue models or animal studies. The history of medicine is full of compounds that behaved beautifully in rodents and did nothing, or did harm, in people. This grade is a statement that the human question has not been asked.
What the grades explicitly do not mean
This is the most important section on this page. The grades describe how far the research has gone. They do not describe whether something is approved, safe, legal, or suitable for anyone. Those are four separate questions and the grade answers none of them. A compound graded Human trial data may be unapproved in the UK, may carry serious risks, and may be entirely inappropriate for a given person. A compound graded Animal or lab only is not thereby dangerous, it is simply unstudied in humans, which is a different and arguably more uncomfortable position. Reading a grade as a safety score or a recommendation inverts its purpose. Nothing on this site is a recommendation, because the site does not recommend and does not sell.
What would cause a grade to change?
Grades move in both directions and the downward direction is treated as entirely normal. A grade is upgraded when new human research genuinely extends the evidence base, for example when a compound previously supported only by animal work enters and completes real human trials, or when small preliminary findings are replicated at scale by an independent group. A grade is downgraded when findings fail to replicate, when a trial that a grade rested on is retracted or seriously criticised, when apparently independent studies turn out to share authors, funders or data, or when closer reading shows a claimed human result was weaker than it first appeared. Reviews are triggered by new publications, by reader challenges, and by periodic re-reads of guides that have not been touched in a while. A grade that has never been re-examined is a grade nobody has verified recently, and the site treats that as a maintenance obligation rather than a settled state.
What editorial rules does the site hold itself to?
The grades only mean something inside a set of writing rules that constrain what the surrounding text is allowed to do. These are the rules Vivera Education applies to every page:
- Mechanism before claims. What a compound or modality is understood to do biologically is explained before any discussion of outcomes, so a reader can judge whether a claimed effect follows from the mechanism or has been attached to it.
- No doses and no protocols. The site does not publish dosing figures, schedules, timing prescriptions or usage protocols. Explaining how dosing is structured as a concept is educational; publishing numbers a reader could act on is not, and the site does not do it.
- No product recommendations and nothing sold. The site sells nothing, recommends no brand, supplier or product, and carries no affiliate arrangements. There is no page anywhere on it where a transaction is possible.
- Evidence stated honestly, including when it is weak or negative. Where the research is thin, that is said plainly. Where trials have failed or produced null results, those are reported alongside positive findings rather than omitted. A guide that only contains encouraging findings is a marketing document wearing an educational costume.
- No fabricated specificity. The site does not invent statistics, study names or citations, and does not attach a false precision to findings that the underlying work does not support.
- Uncertainty is named, not smoothed over. Where researchers disagree, or where a mechanism is proposed rather than demonstrated, the text says so instead of picking the tidier version.
How should a reader use the grades?
Use a grade as a calibration tool for how much weight to put on everything else you read about that compound elsewhere. If a compound is graded Animal or lab only here and you encounter confident claims about what it does for people, the gap between those two things is information about the source making the claim. If a compound is graded Investigational, that is a prompt to ask why real human research did not lead to approval anywhere, because the answer is often the most useful fact about it. A grade is a starting point for a better question, not a verdict. Any decision involving your own health belongs with a qualified healthcare professional who knows your circumstances, and no grade on this site substitutes for that conversation.
If you think a grade is wrong
Then please get in touch and say so, ideally with the specific study or reasoning behind your view. Evidence bases move, papers get retracted, replications land quietly, and a page written accurately eighteen months ago can be wrong today without anyone noticing. Vivera Education would rather be corrected than confidently wrong, and a challenge to a grade is the single most useful message a reader can send. Corrections are made to the page rather than argued about, and a grade that changes is a sign the system is working rather than a sign it failed.
This page describes editorial method only. Everything on Vivera Education is educational content and is not medical advice, diagnosis or a recommendation to use anything. Evidence grades describe how far research has progressed, not whether a compound is approved, legal, safe or suitable for you. Always speak to a qualified healthcare professional about your own health. The site sells nothing.
Frequently asked
- What do the evidence grades on Vivera Education mean?
- They describe how far research on a compound has progressed, using four levels: Human trial data, Investigational, Early human data, and Animal or lab only. The grade reflects the depth and quality of the human evidence base, and nothing else about the compound.
- Does a high evidence grade mean a compound is safe?
- No. The grades describe how far the research has gone, not whether something is approved, safe, legal or suitable for any individual. A compound can have substantial human trial data and still be inappropriate, unapproved in the UK, or actively harmful for a particular person.
- What is the difference between Investigational and Early human data?
- Investigational means real human trial data exists but the compound is approved nowhere. Early human data means the human research that exists is small, preliminary or unreplicated. Investigational speaks to regulatory status alongside genuine trials; Early human data speaks to the thinness of the evidence itself.
- Why grade evidence at all?
- Because the phrase studies show hides an enormous range of quality. A large randomised controlled trial and a single mouse experiment can both be described as a study. Grading forces the difference into the open at the top of every page rather than burying it in the text.
- What would make a grade change?
- A grade is upgraded when new human trials genuinely extend the evidence base, and downgraded when findings fail to replicate, a trial is retracted, or a claimed result turns out to rest on weaker work than assumed. Downgrades happen and are treated as normal.
- Can a reader challenge a grade?
- Yes. If you believe a grade on this site is wrong, you can get in touch. Vivera Education would rather be corrected than confidently wrong, and a specific, evidence-based challenge to a grade is the most useful message anyone can send.
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Educational content only. Not medical advice, diagnosis or treatment. Always consult a qualified healthcare professional before changing your health regimen.