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Mingyang Yu

Biographic Data

ID4974060
NAMEMingyang Yu
GIVEN NAMESMingyang
FAMILY NAMEYu
SIGNATUREYU M
AFFILIATIONSZhengzhou Central Hospital
ORCID0000-0002-0705-7443
VERIFIEDYes
TOTAL WORKS24
TOTAL CITATIONS1
WORKS AS AUTHOR23
WORKS AS EDITOR1
FIRST PUBLICATION YEAR2017
LATEST PUBLICATION YEAR2026
H-INDEX1
  • Spatiotemporal trends and driving factors of gonorrhea incidence in China

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction: Gonorrhea represents a major global public health challenge, demonstrating significant spatiotemporal heterogeneity across China. Therefore, spatiotemporal analytical approaches are required to better understand gonorrhea incidence patterns. Methods: Employing an innovative methodological framework that combines spatiotemporal scan statistics with Geographically and Temporally Weighted Regression (GTWR), this study systematically ex…

  • Modeling the drivers of mumps incidence in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction Mumps poses a considerable public health burden in China and exhibits significant spatial heterogeneity. Systematically exploring its multi-scale driving factors is crucial for informing targeted public health interventions. However, previous research often relied on global models or single-scale local models, limiting the precise identification of region-specific determinants. Methods Using provincial-level data from China in 2020 (…

  • Regional disparities and multidimensional determinants of hospital bed allocation in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction: Medical resource distribution in China exhibits marked spatial disparities, with hospital bed allocation demonstrating particularly pronounced regional inequalities. These imbalances may significantly impact healthcare accessibility and population health outcomes across different provinces. Methods: This study employed a comprehensive analytical framework to examine hospital bed distribution across 31 provinces in China in 2022. We …

  • Older adults life expectancy in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction Life expectancy among the older adults is a key indicator of population health, yet provincial disparities in China remain substantial. Estimating older adults mortality is challenged by small sample sizes and spatial dependence, while the determinants of life expectancy may exhibit spatial heterogeneity. Methods Using data from the 2015 China National 1% Population Sample Survey, this study first employed Bayesian random effects mod…

  • Multimethod geospatial modeling of life expectancy determinants in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction Although China has achieved sustained growth in life expectancy, significant spatial disparities persist across regions, necessitating investigation into their underlying determinants. Methods This study systematically examines provincial-level life expectancy patterns in 2020 using multiple analytical approaches, including multiple linear regression (MLR), spatial lag model (SLM), geographically weighted regression (GWR), multiscale…

  • Beyond coupling coordination

    Open Access•Biaofeng Zhang, B W Zhang et al.•ARTICLE•Frontiers in Sports and Active…•2026

    Introduction: Against the backdrop of economic restructuring and changing consumption patterns, the integrated development of the cultural, tourism, and sports industries has become an important driver of regional growth. Existing studies mainly focus on measuring the degree of coordination among these industries, while paying limited attention to the mechanisms through which coordination is achieved. This study aims to identify the dominant patt…

  • Radical perception and reliance in Chinese character recognition by L2 Chinese learners

    Open Access•Mingyang Yu, Yiong Huak Chan•ARTICLE•International Journal of…•2026

    Aims: This study investigated the impact of the native language (L1) writing system and Chinese proficiency on Chinese character recognition among second-language (L2) Chinese learners. We focused on L2 learners’ perception of and reliance on orthographic, phonological, and semantic information conveyed by radicals in character recognition. Methodology: Two hundred and fourteen L2 Chinese learners using L1-alphabetic, Japanese, and Korean writing…

  • A multi-method spatial analysis of dysentery incidence determinants across Chinese provinces

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2025

    Introduction: Dysentery remains a significant notifiable Class B infectious disease in China, exhibiting distinct spatial variations in incidence patterns. This persistent geographical heterogeneity necessitates a systematic investigation into the underlying influencing factors to inform targeted prevention and control strategies. Methods: Our analytical approach incorporated Moran's I index for spatial autocorrelation analysis, multiple linear r…

  • Spatial stratified heterogeneity of mumps incidence in China

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•Frontiers in Public Health•2025

    Background: China reports the highest number of mumps cases globally, with the disease demonstrating distinct spatial clustering and variability characteristics. Methods: This study employed descriptive statistics and spatial autocorrelation analysis to examine the spatial distribution characteristic and patterns of mumps across 31 Chinese provinces in 2020. Furthermore, based on the principle of spatial stratified heterogeneity, the Geodetector …

  • Spatial patterns and socio-environmental determinants of gonorrhea incidence in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2025

    Introduction Gonorrhea is a major sexually transmitted infection in China, showing distinct regional clustering and spatial heterogeneity. Understanding its geographical distribution and influencing factors is crucial for targeted prevention. Methods We analyzed 2022 gonorrhea incidence across 31 Chinese provinces using both traditional and spatial statistical approaches, including descriptive statistics, spatial autocorrelation, multiple linear …

  • A study on the spatial distribution of life expectancy and its air pollution factors in China based on geographically weighted regression

    Open Access•Ke Hu, Xing Zhang et al.•ARTICLE•Frontiers in Public Health•2025

    Background Life expectancy in China has demonstrated a consistent upward trend, yet significant disparities persist across provinces. Addressing these regional imbalances necessitates a comprehensive investigation into the determinants of life expectancy. Previous research has largely overlooked the critical role of spatial heterogeneity, which is essential for understanding the underlying mechanisms driving these disparities. By incorporating sp…

  • From infectious diseases to chronic diseases

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•Frontiers in Public Health•2025

    Spatial epidemiology, as an important branch of epidemiology, has undergone a significant paradigm shift from infectious disease prevention and control to chronic disease management. This paper systematically reviews the application progress of spatial epidemiology in the study of infectious diseases (e.g., malaria, HIV) and chronic diseases (e.g., cancer, cardiovascular diseases), focusing on its role in identifying spatial distribution patterns…

  • The impact of personal health literacy and school health literacy environments on schoolteachers' health outcomes

    Open Access•Mingyang Yu, M Y Yu et al.•ARTICLE•Frontiers in Public Health•2025

    Background: The relationship between personal health literacy and health outcomes is clear, but the role of health literacy environments is often overlooked. This study examined associations between personal health literacy, school health literacy environments and health outcomes among schoolteachers. Methods: A cross-sectional study was conducted among 7,364 schoolteachers in Zhengzhou, China. Personal health literacy was measured by the Health …

  • Modeling mumps incidence in China

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•BMC Public Health•2025

    The findings underscore the need for regionally tailored prevention strategies and precision interventions accounting for local socioeconomic contexts. This study provides a methodological framework for spatiotemporal disease surveillance and evidence-based policy-making to reduce mumps transmission in China

  • Measuring General Health Literacy in Chinese adults

    Open Access•Rongmei Liu, Qiuping Zhao et al.•ARTICLE•BMC Public Health•2024

    The HLS 19 -Q12 is a reliable and valid instrument to measure health literacy in our sample. Further validation is needed with a more nationally representative sample of Chinese adults. The HLS 19 -Q12 could be used as a comprehensive, skills-based, and easy-to-administer health literacy assessment tool integrated into population surveys and intervention evaluations

  • A Deep-Learning-Based Multimodal Data Fusion Framework for Urban Region Function Recognition

    Open Access•Mingyang Yu, Haiqing Xu et al.•ARTICLE•ISPRS International Journal of…•2023

    Accurate and efficient classification maps of urban functional zones (UFZs) are crucial to urban planning, management, and decision making. Due to the complex socioeconomic UFZ properties, it is increasingly challenging to identify urban functional zones by using remote-sensing images (RSIs) alone. Point-of-interest (POI) data and remote-sensing image data play important roles in UFZ extraction. However, many existing methods only use a single ty…

  • Modeling the relationships among teacher instruction, learner belief, and learning strategies in Chinese character learning by alphabetic learners

    Open Access•Mingyang Yu, Yiong Huak Chan•ARTICLE•Journal of Chinese Writing Systems•2023

    With the increasing research on self-regulated learning of English as a foreign language, scant attention has been devoted to investigating Chinese as a foreign language (CFL). To partially address this issue, we investigated self-regulated Chinese character learning by alphabetic learners. Using structural equation modeling, we constructed a model of the relationship among teachers’ instructions, learners’ beliefs, and learning strategies based …

  • Effect of intergenerational exchange patterns and intergenerational relationship quality on depressive symptoms in the elderly

    Open Access•Tadeu Alencar Arrais, Ranran Zheng et al.•ARTICLE•Frontiers in Public Health•2022

    Background: As the population ages with fewer children, depression symptoms are increasing among the elderly who lack companionship. Intergenerational support is closely related to depression in the elderly; hence how the behavioral patterns and emotional quality of intergenerational support affect depressive symptoms in the elderly should be further explored. Objective: To study the effects of intergenerational exchange patterns and intergenerat…

  • Functional Area Recognition and Use-Intensity Analysis Based on Multi-Source Data

    Open Access•Mingyang Yu, Jingqi Li et al.•ARTICLE•ISPRS International Journal of…•2021

    This paper proposes a GIS-based field model for hot-spot extraction based on POI data and analyzes the use intensity of functional areas by using Tencent location data to identify and describe the morphological characteristics and dynamic use intensity of facilities in urban functional areas. Taking the four districts of Jinan City Center as an example, we used the generalized symmetric structure spectrum and digital field-based hierarchical geo-…

  • Abusive supervision and newcomers’ turnover intention

    Zhenyuan Wang, Jianghong Du et al.•ARTICLE•The Journal of General Psychology•2020•References: 5

    The relationship between abusive supervision and newcomers' turnover intention was explored from the perspective of perceived workplace ostracism. Findings from three-wave data ( n = 300) showed that (1) abusive supervision was positively associated with newcomers' perceived coworker ostracism, perceived supervisor ostracism, and turnover intention; (2) rather than perceived coworker ostracism, perceived supervisor ostracism was positively associ…

  • Corporate social responsibility and Chinese family-owned small- and medium-sized enterprises

    Open Access•Ke Xue, Mingyang Yu et al.•ARTICLE•Social Behavior and Personality…•2018

    We investigated corporate social responsibility (CSR) cognitions and practices in Chinese family-owned small- and medium-sized enterprises. We explored the internal mechanisms of CSR on the basis of the quantitative data we obtained from managers and owners of these enterprises, and industry experts. The results showed that CSR cognitions significantly influenced CSR motivations, which, in turn, influenced CSR practices, and that the relationship…

  • Interactive Effect of Leader–member Tie and Network Centrality on Leadership Effectiveness

    Open Access•Zhenyuan Wang, Xi Chen et al.•ARTICLE•Social Behavior and Personality…•2017

    We examined the influences of the structural properties of a social network on leadership effectiveness, using a power bases perspective, and proposed that the interaction of friendship/advice network centrality and leader–member tie would influence the members' evaluation of leadership effectiveness. We used a whole-network survey to gather data on the friendship and advice networks of 173 respondents in 29 groups (144 members and 29 leaders) em…

  • Effects of metaphor advertising on brand extension evaluation

    Open Access•Congwen Shan, Mingyang Yu et al.•ARTICLE•Social Behavior and Personality…•2017

    Drawing on construal level theory, we investigated the effects of metaphor advertising on consumers' construal level and brand extension evaluations in 2 empirical studies. Participants in each study were 140 Chinese undergraduate students. The results revealed that both visual (Study 1) and verbal (Study 2) metaphor advertising increased participants' abstract mindset. Further, metaphor advertising enhanced their evaluation of brand extensions t…

  • New Media and Chinese Society

    Open Access•Ke Xue, Mingyang Yu•EDITOR•BOOK•New Media and Chinese Society•2017•Cited by: 1

  • New Media and Chinese Society

    Open Access•Ke Xue, Mingyang Yu•EDITOR•BOOK•New Media and Chinese Society•2017•Cited by: 1

  • Interactive Effect of Leader–member Tie and Network Centrality on Leadership Effectiveness

    Open Access•Zhenyuan Wang, Xi Chen et al.•ARTICLE•Social Behavior and Personality…•2017

    We examined the influences of the structural properties of a social network on leadership effectiveness, using a power bases perspective, and proposed that the interaction of friendship/advice network centrality and leader–member tie would influence the members' evaluation of leadership effectiveness. We used a whole-network survey to gather data on the friendship and advice networks of 173 respondents in 29 groups (144 members and 29 leaders) em…

  • Effects of metaphor advertising on brand extension evaluation

    Open Access•Congwen Shan, Mingyang Yu et al.•ARTICLE•Social Behavior and Personality…•2017

    Drawing on construal level theory, we investigated the effects of metaphor advertising on consumers' construal level and brand extension evaluations in 2 empirical studies. Participants in each study were 140 Chinese undergraduate students. The results revealed that both visual (Study 1) and verbal (Study 2) metaphor advertising increased participants' abstract mindset. Further, metaphor advertising enhanced their evaluation of brand extensions t…

  • New Media and Chinese Society

    Open Access•Ke Xue, Mingyang Yu•EDITOR•BOOK•New Media and Chinese Society•2017•Cited by: 1

  • Corporate social responsibility and Chinese family-owned small- and medium-sized enterprises

    Open Access•Ke Xue, Mingyang Yu et al.•ARTICLE•Social Behavior and Personality…•2018

    We investigated corporate social responsibility (CSR) cognitions and practices in Chinese family-owned small- and medium-sized enterprises. We explored the internal mechanisms of CSR on the basis of the quantitative data we obtained from managers and owners of these enterprises, and industry experts. The results showed that CSR cognitions significantly influenced CSR motivations, which, in turn, influenced CSR practices, and that the relationship…

  • Abusive supervision and newcomers’ turnover intention

    Zhenyuan Wang, Jianghong Du et al.•ARTICLE•The Journal of General Psychology•2020•References: 5

    The relationship between abusive supervision and newcomers' turnover intention was explored from the perspective of perceived workplace ostracism. Findings from three-wave data ( n = 300) showed that (1) abusive supervision was positively associated with newcomers' perceived coworker ostracism, perceived supervisor ostracism, and turnover intention; (2) rather than perceived coworker ostracism, perceived supervisor ostracism was positively associ…

  • Functional Area Recognition and Use-Intensity Analysis Based on Multi-Source Data

    Open Access•Mingyang Yu, Jingqi Li et al.•ARTICLE•ISPRS International Journal of…•2021

    This paper proposes a GIS-based field model for hot-spot extraction based on POI data and analyzes the use intensity of functional areas by using Tencent location data to identify and describe the morphological characteristics and dynamic use intensity of facilities in urban functional areas. Taking the four districts of Jinan City Center as an example, we used the generalized symmetric structure spectrum and digital field-based hierarchical geo-…

  • Effect of intergenerational exchange patterns and intergenerational relationship quality on depressive symptoms in the elderly

    Open Access•Tadeu Alencar Arrais, Ranran Zheng et al.•ARTICLE•Frontiers in Public Health•2022

    Background: As the population ages with fewer children, depression symptoms are increasing among the elderly who lack companionship. Intergenerational support is closely related to depression in the elderly; hence how the behavioral patterns and emotional quality of intergenerational support affect depressive symptoms in the elderly should be further explored. Objective: To study the effects of intergenerational exchange patterns and intergenerat…

  • A Deep-Learning-Based Multimodal Data Fusion Framework for Urban Region Function Recognition

    Open Access•Mingyang Yu, Haiqing Xu et al.•ARTICLE•ISPRS International Journal of…•2023

    Accurate and efficient classification maps of urban functional zones (UFZs) are crucial to urban planning, management, and decision making. Due to the complex socioeconomic UFZ properties, it is increasingly challenging to identify urban functional zones by using remote-sensing images (RSIs) alone. Point-of-interest (POI) data and remote-sensing image data play important roles in UFZ extraction. However, many existing methods only use a single ty…

  • Modeling the relationships among teacher instruction, learner belief, and learning strategies in Chinese character learning by alphabetic learners

    Open Access•Mingyang Yu, Yiong Huak Chan•ARTICLE•Journal of Chinese Writing Systems•2023

    With the increasing research on self-regulated learning of English as a foreign language, scant attention has been devoted to investigating Chinese as a foreign language (CFL). To partially address this issue, we investigated self-regulated Chinese character learning by alphabetic learners. Using structural equation modeling, we constructed a model of the relationship among teachers’ instructions, learners’ beliefs, and learning strategies based …

  • Measuring General Health Literacy in Chinese adults

    Open Access•Rongmei Liu, Qiuping Zhao et al.•ARTICLE•BMC Public Health•2024

    The HLS 19 -Q12 is a reliable and valid instrument to measure health literacy in our sample. Further validation is needed with a more nationally representative sample of Chinese adults. The HLS 19 -Q12 could be used as a comprehensive, skills-based, and easy-to-administer health literacy assessment tool integrated into population surveys and intervention evaluations

  • A multi-method spatial analysis of dysentery incidence determinants across Chinese provinces

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2025

    Introduction: Dysentery remains a significant notifiable Class B infectious disease in China, exhibiting distinct spatial variations in incidence patterns. This persistent geographical heterogeneity necessitates a systematic investigation into the underlying influencing factors to inform targeted prevention and control strategies. Methods: Our analytical approach incorporated Moran's I index for spatial autocorrelation analysis, multiple linear r…

  • Spatial stratified heterogeneity of mumps incidence in China

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•Frontiers in Public Health•2025

    Background: China reports the highest number of mumps cases globally, with the disease demonstrating distinct spatial clustering and variability characteristics. Methods: This study employed descriptive statistics and spatial autocorrelation analysis to examine the spatial distribution characteristic and patterns of mumps across 31 Chinese provinces in 2020. Furthermore, based on the principle of spatial stratified heterogeneity, the Geodetector …

  • Spatial patterns and socio-environmental determinants of gonorrhea incidence in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2025

    Introduction Gonorrhea is a major sexually transmitted infection in China, showing distinct regional clustering and spatial heterogeneity. Understanding its geographical distribution and influencing factors is crucial for targeted prevention. Methods We analyzed 2022 gonorrhea incidence across 31 Chinese provinces using both traditional and spatial statistical approaches, including descriptive statistics, spatial autocorrelation, multiple linear …

  • A study on the spatial distribution of life expectancy and its air pollution factors in China based on geographically weighted regression

    Open Access•Ke Hu, Xing Zhang et al.•ARTICLE•Frontiers in Public Health•2025

    Background Life expectancy in China has demonstrated a consistent upward trend, yet significant disparities persist across provinces. Addressing these regional imbalances necessitates a comprehensive investigation into the determinants of life expectancy. Previous research has largely overlooked the critical role of spatial heterogeneity, which is essential for understanding the underlying mechanisms driving these disparities. By incorporating sp…

  • From infectious diseases to chronic diseases

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•Frontiers in Public Health•2025

    Spatial epidemiology, as an important branch of epidemiology, has undergone a significant paradigm shift from infectious disease prevention and control to chronic disease management. This paper systematically reviews the application progress of spatial epidemiology in the study of infectious diseases (e.g., malaria, HIV) and chronic diseases (e.g., cancer, cardiovascular diseases), focusing on its role in identifying spatial distribution patterns…

  • The impact of personal health literacy and school health literacy environments on schoolteachers' health outcomes

    Open Access•Mingyang Yu, M Y Yu et al.•ARTICLE•Frontiers in Public Health•2025

    Background: The relationship between personal health literacy and health outcomes is clear, but the role of health literacy environments is often overlooked. This study examined associations between personal health literacy, school health literacy environments and health outcomes among schoolteachers. Methods: A cross-sectional study was conducted among 7,364 schoolteachers in Zhengzhou, China. Personal health literacy was measured by the Health …

  • Modeling mumps incidence in China

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•BMC Public Health•2025

    The findings underscore the need for regionally tailored prevention strategies and precision interventions accounting for local socioeconomic contexts. This study provides a methodological framework for spatiotemporal disease surveillance and evidence-based policy-making to reduce mumps transmission in China

  • Spatiotemporal trends and driving factors of gonorrhea incidence in China

    Open Access•Ke Hu, Chaojie Li et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction: Gonorrhea represents a major global public health challenge, demonstrating significant spatiotemporal heterogeneity across China. Therefore, spatiotemporal analytical approaches are required to better understand gonorrhea incidence patterns. Methods: Employing an innovative methodological framework that combines spatiotemporal scan statistics with Geographically and Temporally Weighted Regression (GTWR), this study systematically ex…

  • Modeling the drivers of mumps incidence in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction Mumps poses a considerable public health burden in China and exhibits significant spatial heterogeneity. Systematically exploring its multi-scale driving factors is crucial for informing targeted public health interventions. However, previous research often relied on global models or single-scale local models, limiting the precise identification of region-specific determinants. Methods Using provincial-level data from China in 2020 (…

  • Regional disparities and multidimensional determinants of hospital bed allocation in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction: Medical resource distribution in China exhibits marked spatial disparities, with hospital bed allocation demonstrating particularly pronounced regional inequalities. These imbalances may significantly impact healthcare accessibility and population health outcomes across different provinces. Methods: This study employed a comprehensive analytical framework to examine hospital bed distribution across 31 provinces in China in 2022. We …

  • Older adults life expectancy in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction Life expectancy among the older adults is a key indicator of population health, yet provincial disparities in China remain substantial. Estimating older adults mortality is challenged by small sample sizes and spatial dependence, while the determinants of life expectancy may exhibit spatial heterogeneity. Methods Using data from the 2015 China National 1% Population Sample Survey, this study first employed Bayesian random effects mod…

  • Multimethod geospatial modeling of life expectancy determinants in China

    Open Access•Ke Hu, Xingjin Yang et al.•ARTICLE•Frontiers in Public Health•2026

    Introduction Although China has achieved sustained growth in life expectancy, significant spatial disparities persist across regions, necessitating investigation into their underlying determinants. Methods This study systematically examines provincial-level life expectancy patterns in 2020 using multiple analytical approaches, including multiple linear regression (MLR), spatial lag model (SLM), geographically weighted regression (GWR), multiscale…

  • Beyond coupling coordination

    Open Access•Biaofeng Zhang, B W Zhang et al.•ARTICLE•Frontiers in Sports and Active…•2026

    Introduction: Against the backdrop of economic restructuring and changing consumption patterns, the integrated development of the cultural, tourism, and sports industries has become an important driver of regional growth. Existing studies mainly focus on measuring the degree of coordination among these industries, while paying limited attention to the mechanisms through which coordination is achieved. This study aims to identify the dominant patt…

  • Radical perception and reliance in Chinese character recognition by L2 Chinese learners

    Open Access•Mingyang Yu, Yiong Huak Chan•ARTICLE•International Journal of…•2026

    Aims: This study investigated the impact of the native language (L1) writing system and Chinese proficiency on Chinese character recognition among second-language (L2) Chinese learners. We focused on L2 learners’ perception of and reliance on orthographic, phonological, and semantic information conveyed by radicals in character recognition. Methodology: Two hundred and fourteen L2 Chinese learners using L1-alphabetic, Japanese, and Korean writing…

Psychology (8 works) · China (6 works) · Population (6 works) · Computer Science (5 works) · Mathematics (5 works) · Spatial analysis (5 works) · Virology and Viral Diseases (5 works) · Business (4 works) · COVID-19 epidemiological studies (4 works) · Geography (4 works)

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