About the Process

We prioritize claims that meet three criteria:

• Actionable: The claim has practical implications for training, nutrition, or recovery decisions.
• Contested or misunderstood: There is meaningful confusion or disagreement in the fitness community.
• Evidence exists: At least some credible research has been conducted—even if sparse.

We use a backlog triage system that scores claims on demand (how often users ask), importance (potential impact), risk (consequences of getting it wrong), and evidence availability.

Every claim includes explicit markers for what we know, what we don't know, and what would change our mind. We use four evidence confidence levels:

We also show direction (supports/mixed/no effect/harms), effect size (small/moderate/large), and the main limitation of the evidence in a single sentence.

ResearchToReps is published by the same team that builds Apex Training. We benefit when people use the app. Here is how we manage that conflict:

• Editorial independence: Research conclusions are never influenced by app features. If evidence contradicts an app decision, we publish it anyway.
• Score locking: Evidence confidence scores cannot be changed without an audit trail and written explanation.
• No paid placement: Rankings are never influenced by affiliate relationships. Products cannot pay for inclusion or position.
• Disclosure: All affiliate relationships are disclosed. We earn commissions on some recommendations.

About 70% of our content prioritizes women's fitness—but we are precise about what that means:

• Sex vs gender: We note what studies actually measured. Biological sex matters for physiology; we don't conflate it with gender identity.
• Lifestage specificity: Premenopausal, perimenopausal, postmenopausal, pregnancy trimesters, and postpartum windows are tracked separately.
• Hormonal context: Natural cycle, hormonal contraception, HRT—we note these when relevant.
• Training status: Untrained, novice, intermediate, advanced, elite—with explicit definitions.

When research was conducted in men, we say so. When we extrapolate, we disclose the limitation.