LongProof special
Real pain points · mapping common concerns to the evidence on modifiable factors
Starting from concerns people actually feel, this special maps each to the evidence on the modifiable lifestyle factor behind it. Each card describes a modifiable factor associated with the felt experience — it is not a diagnosis or treatment of the symptom. Claims are graded by the LongProof evidence-audit layer (L1 / L2 / L3), with sources and confidence.
Modifiable factors · evidence cards
Falsifying prediction
If an adequately powered RCT raising VO2max through training shows no mortality or biological-age benefit, this claim is weakened.
Strongest design: RCT / Mendelian randomization
Evidence-audit layers
L1 · Sourced — every claim has at least one primary citation.
L2 · Quantified — L1 plus a quantified effect (CI / HR).
L3 · Falsifiable — L2 plus an explicit falsifying prediction and the strongest design.
What this special does not do
- Does not diagnose or predict anything about you individually.
- Does not recommend any drug or supplement.
- Does not replace professional medical advice.
For the layered-audit method, see the methodology page.