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We then estimated the independent association between childhood smoking and GPH and GMH separately using multivariable weighted gamma-distributed GLMs, adjusting for covariates (all covariates are listed in the table) as described above

This stems from a misunderstanding of the nature of tobacco use

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All the smoking related concepts are stored in the Observation table under a single observation concept id 4041306 (Tobacco use and exposure) and the specific smoking concept values are in the value_as_concept_id