“…This disparity can be attributed to the relatively lower economic development in rural areas and the paucity of accessible quality healthcare and psychoeducational resources ( Yan et al, 2021 ), resulting in an augmented risk for depressive symptoms among rural youth ( Feng et al, 2022 ). Past investigations on depressive symptoms in rural adolescent populations have been region-specific (e.g., China, Australia, India) ( Black et al, 2012 , Das et al, 2021 , Li et al, 2019a ), gender-specific ( Lai et al, 2012 , Wang et al, 2011 ), and have explored the relationships between depressive symptoms and various factors such as self-harm ( Lai et al, 2021 ), internet addiction ( Shang et al, 2023 ), and academic performance ( Feng et al, 2022 ). A majority of these studies have relied on depression scale score thresholds to classify individuals into discrete levels of depression, often overlooking individual distinctions and group heterogeneity in depression occurrence, which are pivotal for tailored prevention and intervention strategies ( Zhang et al, 2016 ).…”