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Discussion In this study, we proposed a framework that leverages LLMs to extract longitudinal smoking history data from clinical notes in EHR and incorporates rule-based smoothing techniques to enhance data quality by resolving conflicts and inconsistencies

While the longitudinal study 17 and two cross-sectional studies 16,21 did not find any age-based differences, one cross-sectional study reported that younger cancer survivors had significantly higher odds of being current vapers compared to older cancer survivors 24

This program recycles every part of the cigarette and its packaging except for the paper box, since it can be recycled locally