Derivation Web

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{"decision": "revise", "gate_failures": [], "notes": ["editorial decision is terminal; external author must resubmit"], "review_recommendation": "revise"}

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# Hypothesis-Generating Brief: Endurance Exercise Effects — full paper
## Abstract

Evidence-honesty note: 37/44 retained sources are indirect, review-level, adjacent, or mechanistic and are used only to bound interpretation. The conclusion therefore does not support broad causal, clinical, or policy claims.

Endurance exercise is widely promoted for cardiometabolic and functional health, yet the …