Editorial Standards

How we evaluate evidence

Every session is built from published research rather than fitness media summaries. This page explains the standard the series holds itself to before a study, or a claim, ever reaches a slide.

Our Starting Point

We read the paper, not the press release

Recovery science gets simplified twice before it reaches a general audience: once by the original researchers writing for other scientists, and again by outlets summarizing that work for readers with no background in exercise physiology. Meaning is often lost in that second translation.

For this series, the starting document is always the primary source: the peer-reviewed paper, its methods section, its stated limitations. Secondary summaries and press releases are used only to identify what might be worth covering, never as the basis for what gets said on screen.

Researcher reviewing printed journal articles and data charts on muscle recovery physiology at a lab desk
Evaluation Framework

What we weigh before a finding makes it into a session

Not every study carries the same evidentiary weight. The series uses a consistent set of questions to decide how confidently a finding can be presented.

Study design

Randomized controlled trials and systematic reviews carry more weight than observational studies or single case reports, and the distinction is stated explicitly during a session.

Sample and population

A finding from trained powerlifters does not automatically apply to a recreational runner. Population characteristics are checked against the audience the series is written for.

Effect size, not just significance

A statistically significant result with a trivial real-world effect is presented as such. Statistical significance and practical relevance are treated as two separate questions.

Replication

A single study, however well designed, is treated as preliminary. Findings that have been replicated across multiple independent research groups are presented with more confidence.

Physical therapist assessing a client's shoulder mobility during a recovery consultation in a clinical setting
Where We Draw The Line

What this series will not do

The distinction between explaining research and offering clinical advice matters, and the series is deliberate about staying on the explanatory side of that line. Sessions describe general findings about populations, not individualized guidance about any one attendee's body or symptoms.

When a topic edges toward something that requires an individual physical examination, such as distinguishing a strain from ordinary soreness, the session says so directly and points toward the kind of professional who is equipped to make that call.

  • No individualized diagnosis or treatment recommendations
  • No promotion of a specific supplement, device, or clinic
  • No claims presented as settled when the research is still developing
A Living Standard

This framework gets revisited, not set once and forgotten

Exercise physiology is an active research field, and conclusions that felt solid five years ago are sometimes revised by newer, better-controlled trials. Each session includes a short note on how confident the current evidence is, and previous material is updated in later sessions if new research meaningfully shifts the picture.

If you believe a specific claim made in a session misrepresents a cited study, the series welcomes that correction through the contact page. Editorial accuracy is treated as an ongoing responsibility, not a box checked once.