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The prevalence of phantosmia found in our study was in line with other studies using online questionnaires completed by participants of different countries: up to 34% of COVID-19 patients with OD [11] and 31% of patients with more varied etiologies of OD [29], for instance

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What they found was that there was no association between allergic rhinitis and active smoking when all studies were considered, although there was a slight association with second-hand smoke and passive smoking (using random effects analysis and subgroup analyses)