How we organize research evidence
Bio-Analyst collects candidate research, applies structured extraction and validation rules, and presents the resulting evidence limits without turning them into recommendations.
Paper collection
Candidate research is found using ingredient names and major aliases. Not every candidate becomes part of a Goal Tier; unclear ingredient attribution or goal relevance is excluded or kept as separate context.
Evidence roles
Research is separated into Core direct evidence for a Goal Tier, Context evidence limited to a specific disease, population, or clinical setting, Indirect evidence that does not directly answer the consumer goal, and Excluded evidence. Animal and cell findings are not mixed with direct human evidence.
Goal Tier and evidence read model
A Goal Tier is a quick summary of the accumulation and consistency of verified direct human evidence for one ingredient and one goal. S requires at least 10 Core studies, a positive-result ratio of at least 0.67, and no harmful results; A requires at least 5 Core studies and a ratio of at least 0.67; B requires at least 3 and a ratio of at least 0.50; other nonzero Core evidence is C. No tier is assigned when Core evidence is absent or only Context evidence is available.
Evidence depth and result distribution
Human evidence depth groups Core counts into 0 not yet confirmed, 1–2 limited, 3–5 some accumulation, and 6 or more sufficiently accumulated. The positive-result ratio is the share of Core studies classified as positive, not an individual's chance of benefit. The underlying positive, no-clear-difference, mixed, and negative counts remain important.
Research intake
Research intake is an observed range from verifiable Core studies. It is not a recommended dose or an upper safety limit, and many studies do not report a verifiable intake in the available source.
Safety signals
Side-effect and combination information is a literature signal kept separate from Goal Tier calculations. It is not a comprehensive safety grade, and the absence of a displayed signal does not prove safety.
Language and translation
Technical terms are translated into user-friendly language without adding conclusions that were not present in the papers. We prefer wording such as “studies observed this signal” over “this works.”