How We Label Evidence in Specialty Topics
The plain-language evidence labels used across Specialty Topics, what each one means, and why cell and animal findings are never treated as proof that something works in people.
Content last updated . This page has not been medically reviewed.
How we label evidence
Many topics in this section are new, debated or sold with big promises. To keep claims honest, each page names the kind of evidence behind a statement. The labels below are used the same way everywhere in Specialty Topics. They describe the research, not whether something is right for you. Please talk with a clinician or pharmacist before using any product or practice, especially if you take medicines or have a health condition.The labels
| Label | What it means here |
|---|---|
| Approved medicine | A regulator (for example the U.S. FDA) has approved it for a named condition after reviewing the evidence. We name the regulator and the use. |
| Established | Several well-run human studies, or review of them, agree on a specific outcome. |
| Promising but limited | Some human results point in a helpful direction, but studies are small, short or few. |
| Mixed | Studies disagree, or results depend on the group studied. |
| Insufficient evidence | Too little human research to say either way. |
| Preclinical (cells/animals only) | Seen in lab dishes or animals. This is not evidence for people. |
| No good evidence of benefit | People have been studied and no useful benefit was shown. |
| Evidence of harm | Studies or regulator reports show a risk of harm. |
| Marketing claim | A statement from sellers or promoters with no supporting research we could read. |
Where we looked and found nothing usable, the page says "Proper evidence not found" and states what we checked.
Why "approved medicine" is a special label
Before a drug is approved, the FDA reviews the full record, from early lab work through large human trials, and decides whether it is safe and effective for its intended use in the population studied. [1] Dietary supplements work differently. The FDA says it does not have the authority to approve dietary supplements before they are marketed, and it generally does not approve supplement claims or labeling before use. [2] So a supplement is never labeled "approved medicine" here. For how that affects product claims, see how supplements are regulated.Why cell and animal results get their own label
Early research asks whether a substance might cause harm before it is tested in people, using studies in cell cultures (in vitro) and in living animals (in vivo). [3] The FDA states that preclinical research is not a substitute for studies done in people. [4]Animal results can point the wrong way. A systematic review compared animal experiments with human trials for six treatments. Corticosteroids showed benefit in animal models of head injury but not in clinical trials, and tirilazad improved results in animal stroke models but was associated with worse outcomes in patients. [5] The authors say differences may come from bias or from animal models that do not match the human disease. [5] That is why we do not carry an animal finding over to people.
Why a lab marker is not the same as a health outcome
A biomarker is a measurement such as a blood level. A clinical outcome is something a person feels or experiences, such as pain, a fracture or survival. A change in a marker does not always mean a better outcome. In cancer research, a review of 65 reported links between a stand-in measure and survival found more than half were of low strength. [6] A study of FDA cancer approvals also found that formal checks of that link were often missing. [7] We therefore describe marker changes as marker changes only.Study size and design
The FDA describes Phase 2 studies as typically a few hundred patients, too few to show whether a drug will be beneficial, while Phase 3 studies use 300 to 3,000 people. [4] In a review of 93 meta-analyses, effects were on average 48% larger in trials with fewer than 50 patients than in trials with 1,000 or more. [8] Good trials also reduce bias by randomly assigning people and, where possible, keeping participants and researchers blind to who gets which treatment. [9] Our labels take size and design into account. See reading early-stage research for how to judge a study yourself.Where to go next
Start with what counts as emerging wellness science, return to the Emerging Wellness Science overview, or read evaluating safety claims. Pages explain research; they do not give personal medical advice.Frequently asked questions
What does "approved medicine" mean on this site?
It means a regulator has reviewed the evidence and approved the product for a named use. We name the regulator and the condition. A dietary supplement is not approved this way in the United States. [2]
Why do you not say a substance works because of animal studies?
Animal and cell studies can show a signal, but results often do not match human trials. One review found treatments that helped in animal models but not in patients. [5]
What does "Proper evidence not found" mean?
It means we searched for human research or regulator information on the point and found nothing we could read and rely on. The page says what was checked. It does not mean the claim is false.
Does a better blood test result mean I am healthier?
Not necessarily. A marker is a stand-in for an outcome, and in some fields the link between the two is weak or unchecked. [6][7] Ask your clinician what a result means for you.
Does "not evaluated by the FDA" on a label mean a product is unsafe?
No, it means the claim has not been reviewed by the agency. The NCCIH notes that supplement structure/function claims carry that disclaimer. [10] It does not tell you about safety either way.
References
- U.S. Food and Drug Administration. Step 4: FDA Drug Review. Read 2026-10-22.
- U.S. Food and Drug Administration. Questions and Answers on Dietary Supplements. Read 2026-10-22.
- U.S. Food and Drug Administration. Step 2: Preclinical Research. Read 2026-10-22.
- U.S. Food and Drug Administration. Step 3: Clinical Research. Read 2026-10-22.
- Perel P, et al. Comparison of treatment effects between animal experiments and clinical trials: systematic review. BMJ. 2007. PMID 17175568. Read 2026-10-22.
- Prasad V, Kim C, Burotto M, Vandross A. The strength of association between surrogate end points and survival in oncology: a systematic review of trial-level meta-analyses. JAMA Intern Med. 2015. PMID 26098871. Read 2026-10-22.
- Kim C, Prasad V. Strength of validation for surrogate end points used in the US Food and Drug Administration's approval of oncology drugs. Mayo Clin Proc. 2016. PMID 27236424. Read 2026-10-22.
- Dechartres A, et al. Influence of trial sample size on treatment effect estimates: meta-epidemiological study. BMJ. 2013. PMID 23616031. Read 2026-10-22.
- NHS (UK). Clinical trials. Read 2026-10-22.
- National Center for Complementary and Integrative Health (NIH). Using Dietary Supplements Wisely. Read 2026-10-22.