The study, presented at the ‘European Psychiatric Association Congress 2025’ in Madrid, Spain, found that gender significantly influences excessive and problematic smartphone use—defined as psychological or behavioral dependence—with young females being more prone to higher levels of social anxiety compared to other genders.