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MENTAL MODEL · M6049

Low Birth Weight Paradox

Low Birth Weight Paradox
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Updated 2026-08-05

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INTRODUCTION

English translation pending.

CORE DEFINITION

Observed in birth statistics, the paradox is that within the low-birth-weight group, infants of smoking mothers have lower mortality than infants of non-smoking mothers. The pattern does not mean smoking protects. Smoking mothers' low-weight babies tend to be small only because of malnutrition, while non-smoking mothers' low-weight babies are more often small because of severe genetic or physiological defects. Conditioning on the outcome, being low birth weight, opens a collider path that reverses the association, an advanced form of survivorship bias.

SCAFFOLDING EFFECT

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- Catch reversed signals: treat any harmful factor that looks protective inside a subgroup as a suspect pattern. - Find the collider: check whether the analysis conditions on an outcome or its consequence. - Draw the causal graph: map the paths before accepting any stratified association as causal.

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Conditioning on a collider, here the low-birth-weight outcome, induces a spurious association between its causes. Among low-weight infants, non-smoking mothers' babies are small for graver reasons, so their mortality is higher, which makes smoking appear protective. The harm of smoking is real in the full population; selection into the subgroup reverses the sign.

MINIMUM ACTION

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Source support: Explicit

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    en.wikipedia.orghttps://en.wikipedia.org/wiki/Low_birth-weight_paradoxZH · Explicit
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