Title | Accessibility to Digital Mental Health Services among the General Public throughout COVID-19: Trajectories, Influencing Factors and Association with Long-Term Mental Health Symptoms |
Authors | Lu, Zheng-An Shi, Le Que, Jian-Yu Zheng, Yong-Bo Wang, Qian-Wen Liu, Wei-Jian Huang, Yue-Tong Liu, Xiao-Xing Yuan, Kai Yan, Wei Shi, Jie Bao, Yan-Ping Lu, Lin |
Affiliation | Peking Univ, Peking Univ Sixth Hosp, Natl Clin Res Ctr Mental Disorders, Inst Mental Hlth,NHC Key Lab Mental Hlth, Beijing 100191, Peoples R China Peking Tsinghua Ctr Life Sci, Beijing 100871, Peoples R China PKU IDG McGovern Inst Brain Res, Beijing 100871, Peoples R China Peking Univ, Natl Inst Drug Dependence, Beijing 100191, Peoples R China Peking Univ, Beijing Key Lab Drug Dependence, Beijing 100191, Peoples R China |
Keywords | INFORMATION MAXIMUM-LIKELIHOOD PERCEIVED ACCESSIBILITY MODEL VALIDATION CRITERIA ANXIETY |
Issue Date | Mar-2022 |
Publisher | INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH |
Abstract | Digital mental health services (DMHSs) have great potential for mitigating the mental health burden related to COVID-19, but public accessibility (ease of acquiring services when needed) to DMHSs during the pandemic is largely unknown. Accessibility to DMHSs was tracked longitudinally among a nationwide sample of 18,804 adults in China from before to one year after COVID-19 outbreak. Unconditional and conditional latent growth curve models and latent growth mixture models were fitted to explore the overall growth trend, influencing factors, and latent trajectory classes of accessibility to DMHSs throughout COVID-19. Generalized estimating equation models and generalized linear mixed models were employed to explore the association between accessibility to DMHSs and long-term mental health symptoms. We found that people generally reported increased difficulty in accessing DMHSs from before to one year after COVID-19 outbreak. Males, youngsters, individuals with low socioeconomic status, and individuals greatly affected by COVID-19 reported greater difficulty in accessing DMHSs. Four DMHS accessibility trajectory classes were identified: "lowest-great increase" (6.3%), "moderate low-slight increase" (44.4%), "moderate high-slight decrease" (18.1%) and "highest-great decrease" (31.2%). Trajectory classes reporting greater difficulty in accessing DMHSs were at higher risk for long-term mental symptoms. In conclusion, an overall increase in difficulty in accessing DMHSs is observed throughout COVID-19, and heterogeneity exists in DMHS accessibility trajectories. Our results suggest that easy access to DMHSs should be consistently facilitated. Moreover, access gaps should be reduced across demographic groups, and target populations for service allocation should alter as the pandemic evolves. |
URI | http://hdl.handle.net/20.500.11897/641748 |
DOI | 10.3390/ijerph19063593 |
Indexed | SCI(E) SSCI |
Appears in Collections: | 第六医院 |