Zohaib Ahmad Khan, Yuanqing Xia, Khursheed Aurangzeb, Fiza Khaliq, Mahmood Alam, Javed Ali Khan, Muhammad Shahid Anwar
Emotion detection from handwriting and drawing samples using an attention-based transformer model
PeerJ. Computer science
alleviate contradiction healthcare resources chinese government formally established framework hierarchical medical system 2015 contains following brief generalities separate treatment emergencies slows firstcontact care primary twoway referral upper lower linkage study systematically summarizes models connotations chinas hierarchical medical system sample 11200 chronic disease patients tianjin largest port city northern china selected empirical study investigate relationship chronic disease patients policy perceptions hierarchical medical system preference healthcare found strategy separate treatment improving healthcare accessibility drug supply lowering cost medical care would positive impact increasing preference patients chronic diseases go primary hospitals twoway triage strategy improving level physician services referral convenience treatment standards positive impact chronic disease patients preference primary care impact hierarchical medical system preference healthcare differed groups focusing differences health literacy level age household type role upper lower linkage crucial hierarchical medical system plays part mediating influence separate treatment emergencies slows design twoway referral order treatment preferences chronic disease patients results study provide reference development scientific rational hierarchical medical system future