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Jiayi Song

Datos Biográficos

ID4427093
NOMBREJiayi Song
NOMBRESJiayi
APELLIDOSong
FIRMASONG J
AFILIACIONESMcGill University
ORCID0000-0001-5072-8460
VERIFICADOSí
TOTAL DE OBRAS11
TOTAL DE CITAS1
TOTAL COMO AUTOR11
TOTAL COMO EDITOR0
PRIMER AÑO DE PUBLICACIÓN2024
AÑO MÁS RECIENTE DE PUBLICACIÓN2026
ÍNDICE H1
  • ABCB1 rs2032582 as a Potential Biomarker for Predicting Scutellaria baicalensis Georgi–Drug Induced Liver Injury in Humans

    Open Access•Lihong Fu, Longshan Ji et al.•ARTICLE•Journal of Ethnopharmacology•2026

  • Unraveling the role of patterning ability in preschool children’s Chinese reading and mathematics through distinct phonological processing pathways

    Open Access•Yuduo Zheng, Zihan Xue et al.•ARTICLE•Reading and Writing•2026

  • Subjective versus objective academic stress and academic beliefs among Chinese adolescents

    Open Access•Menghao Ren, Yueyang Shao et al.•ARTICLE•British Journal of Educational…•2026

    BACKGROUND: Against the backdrop of examination-oriented education and intense academic competition, Chinese adolescents commonly experience high levels of academic stress. The impact of academic stress on their development has received increasing attention, making it important to investigate academic stress and its consequences. AIMS: The present study examined the bidirectional relationships between subjective and objective academic stress and …

  • The law of diminishing marginal returns in health insurance

    Open Access•Muhammad Shahid, Usman Shahid et al.•ARTICLE•Frontiers in Public Health•2026

    Background: Child malnutrition remains a serious public health challenge in Pakistan. The national health insurance initiative, the Sehat Sahulat Program (SSP), aims to improve access to health care for low-income families. This study examines whether the effectiveness of SSP follows the Law of Diminishing Marginal Returns (LDMR), whereby the marginal health benefits of insurance are greatest for the poorest households and decline with increasing…

  • Mapping the digital determinants of health

    Open Access•Muhammad Shahid, Jiayi Song et al.•ARTICLE•Journal of Global Health•2026

    Background: The role of social media in in shaping the public perception of health crises is growing, yet we know little about the contribution of platforms such as YouTube in shaping knowledge regarding child undernutrition. We aimed to explore the digital discussion of and sentiment around YouTube content on child undernutrition in Pakistan, where at least 38% of children are stunted (as per global rankings). Methods: We compiled a dataset of 1…

  • Modelling the impact of dietary diversity on child nutrition in Pakistan

    Open Access•Muhammad Shahid, Jiayi Song et al.•ARTICLE•Journal of Global Health•2026

    Background: Pakistan faces a serious challenge in malnutrition, as its core nutrition indicators and minimum dietary diversity remain below the recommended level. Here, we investigate the association between the food/dietary diversity index and the nutritional status of children under five years of age and identify influential factors associated with child nutritional status. We hypothesise that poor dietary diversity, i.e. the consumption of few…

  • Wealth and regional disparities in child undernutrition

    Open Access•Lijing Tan, Muhammad Shahid et al.•ARTICLE•Frontiers in Public Health•2025

    Introduction: In developing countries like Pakistan, the prevalence of malnutrition embodies a multifaceted development challenge, intricately linked to structural inequalities, with disproportionate burdens among socioeconomically and geographically disadvantaged populations. Methods: Drawing on the most recent Pakistan Demographic and Health Survey (2017-18), this study examines the magnitude of child undernutrition disparities across wealth qu…

  • Worldwide trends and future projections of fungal skin disease burden

    Open Access•Li Deng, Deng Li et al.•ARTICLE•Frontiers in Public Health•2025

    Background: Fungal skin diseases represent pervasive global health concerns, predominantly arising from dermatophytes, yeasts, and molds. Objective: This study aimed to estimate the disease burden associated with fungal skin diseases in 2021. Additionally, it sought to analyze trends from 1990 to 2021 and forecast future patterns. Methods: This observational study first utilized data from the Global Burden of Disease (GBD) database covering the y…

  • Machine learning vs. traditional logistic regression

    Open Access•Muhammad Shahid, Muhammad Yahya et al.•ARTICLE•BMC Public Health•2025

    Logistic regression (LR) has long been the standard econometric tool for modeling child nutritional outcomes in public health research. However, conventional econometric LR (CE-LR) faces limitations in predictive accuracy, reliance on restrictive assumptions, and handling high-dimensional data. Machine learning-enhanced LR (ML-LR)-which relaxes the strict statistical assumptions of traditional models to better capture complex patterns-combined wi…

  • Does Contracting With a Family Doctor Affect the Medical Expenditures of Residents in China

    Open Access•Jiayi Song, Xizi Wan et al.•ARTICLE•Health & Social Care in the…•2025•Citada por: 1•Referencias: 1

    The Chinese government implemented a nationwide family doctor policy in 2016 as a component of the Healthy China 2030 plan. Previous studies on the role of family doctors in reducing medical expenditures in China have produced inconsistent results. This study employed large‐sample microsurvey data from across China to analyze the effects of family doctor contracts on actual medical and hospitalization expenditures. Utilizing both ordinary least s…

  • Association among Household Wealth, Maternal Employment, and Undernutrition in Children under Three Years of Age in Pakistan

    Open Access•Muhammad Shahid, Yuantao Xie et al.•ARTICLE•Children•2024

    In overcoming undernutrition, maternal employment significantly contributed to middle-income households. However, in the richer and richest households, the wealth status played a more crucial role compared to the maternal employment. This indicates that while employment plays a supportive role in household resources, the wealth status is overall more influential in reducing undernutrition

  • Does Contracting With a Family Doctor Affect the Medical Expenditures of Residents in China

    Open Access•Jiayi Song, Xizi Wan et al.•ARTICLE•Health & Social Care in the…•2025•Citada por: 1•Referencias: 1

    The Chinese government implemented a nationwide family doctor policy in 2016 as a component of the Healthy China 2030 plan. Previous studies on the role of family doctors in reducing medical expenditures in China have produced inconsistent results. This study employed large‐sample microsurvey data from across China to analyze the effects of family doctor contracts on actual medical and hospitalization expenditures. Utilizing both ordinary least s…

  • Association among Household Wealth, Maternal Employment, and Undernutrition in Children under Three Years of Age in Pakistan

    Open Access•Muhammad Shahid, Yuantao Xie et al.•ARTICLE•Children•2024

    In overcoming undernutrition, maternal employment significantly contributed to middle-income households. However, in the richer and richest households, the wealth status played a more crucial role compared to the maternal employment. This indicates that while employment plays a supportive role in household resources, the wealth status is overall more influential in reducing undernutrition

  • Wealth and regional disparities in child undernutrition

    Open Access•Lijing Tan, Muhammad Shahid et al.•ARTICLE•Frontiers in Public Health•2025

    Introduction: In developing countries like Pakistan, the prevalence of malnutrition embodies a multifaceted development challenge, intricately linked to structural inequalities, with disproportionate burdens among socioeconomically and geographically disadvantaged populations. Methods: Drawing on the most recent Pakistan Demographic and Health Survey (2017-18), this study examines the magnitude of child undernutrition disparities across wealth qu…

  • Worldwide trends and future projections of fungal skin disease burden

    Open Access•Li Deng, Deng Li et al.•ARTICLE•Frontiers in Public Health•2025

    Background: Fungal skin diseases represent pervasive global health concerns, predominantly arising from dermatophytes, yeasts, and molds. Objective: This study aimed to estimate the disease burden associated with fungal skin diseases in 2021. Additionally, it sought to analyze trends from 1990 to 2021 and forecast future patterns. Methods: This observational study first utilized data from the Global Burden of Disease (GBD) database covering the y…

  • Machine learning vs. traditional logistic regression

    Open Access•Muhammad Shahid, Muhammad Yahya et al.•ARTICLE•BMC Public Health•2025

    Logistic regression (LR) has long been the standard econometric tool for modeling child nutritional outcomes in public health research. However, conventional econometric LR (CE-LR) faces limitations in predictive accuracy, reliance on restrictive assumptions, and handling high-dimensional data. Machine learning-enhanced LR (ML-LR)-which relaxes the strict statistical assumptions of traditional models to better capture complex patterns-combined wi…

  • Does Contracting With a Family Doctor Affect the Medical Expenditures of Residents in China

    Open Access•Jiayi Song, Xizi Wan et al.•ARTICLE•Health & Social Care in the…•2025•Citada por: 1•Referencias: 1

    The Chinese government implemented a nationwide family doctor policy in 2016 as a component of the Healthy China 2030 plan. Previous studies on the role of family doctors in reducing medical expenditures in China have produced inconsistent results. This study employed large‐sample microsurvey data from across China to analyze the effects of family doctor contracts on actual medical and hospitalization expenditures. Utilizing both ordinary least s…

  • ABCB1 rs2032582 as a Potential Biomarker for Predicting Scutellaria baicalensis Georgi–Drug Induced Liver Injury in Humans

    Open Access•Lihong Fu, Longshan Ji et al.•ARTICLE•Journal of Ethnopharmacology•2026

  • Unraveling the role of patterning ability in preschool children’s Chinese reading and mathematics through distinct phonological processing pathways

    Open Access•Yuduo Zheng, Zihan Xue et al.•ARTICLE•Reading and Writing•2026

  • Subjective versus objective academic stress and academic beliefs among Chinese adolescents

    Open Access•Menghao Ren, Yueyang Shao et al.•ARTICLE•British Journal of Educational…•2026

    BACKGROUND: Against the backdrop of examination-oriented education and intense academic competition, Chinese adolescents commonly experience high levels of academic stress. The impact of academic stress on their development has received increasing attention, making it important to investigate academic stress and its consequences. AIMS: The present study examined the bidirectional relationships between subjective and objective academic stress and …

  • The law of diminishing marginal returns in health insurance

    Open Access•Muhammad Shahid, Usman Shahid et al.•ARTICLE•Frontiers in Public Health•2026

    Background: Child malnutrition remains a serious public health challenge in Pakistan. The national health insurance initiative, the Sehat Sahulat Program (SSP), aims to improve access to health care for low-income families. This study examines whether the effectiveness of SSP follows the Law of Diminishing Marginal Returns (LDMR), whereby the marginal health benefits of insurance are greatest for the poorest households and decline with increasing…

  • Mapping the digital determinants of health

    Open Access•Muhammad Shahid, Jiayi Song et al.•ARTICLE•Journal of Global Health•2026

    Background: The role of social media in in shaping the public perception of health crises is growing, yet we know little about the contribution of platforms such as YouTube in shaping knowledge regarding child undernutrition. We aimed to explore the digital discussion of and sentiment around YouTube content on child undernutrition in Pakistan, where at least 38% of children are stunted (as per global rankings). Methods: We compiled a dataset of 1…

  • Modelling the impact of dietary diversity on child nutrition in Pakistan

    Open Access•Muhammad Shahid, Jiayi Song et al.•ARTICLE•Journal of Global Health•2026

    Background: Pakistan faces a serious challenge in malnutrition, as its core nutrition indicators and minimum dietary diversity remain below the recommended level. Here, we investigate the association between the food/dietary diversity index and the nutritional status of children under five years of age and identify influential factors associated with child nutritional status. We hypothesise that poor dietary diversity, i.e. the consumption of few…

Child Nutrition and Water Access (6 obras) · Malnutrition (5 obras) · Medicine (4 obras) · Environmental health (3 obras) · Public health (3 obras) · Demography (2 obras) · Economic growth (2 obras) · Economics (2 obras) · Food Security and Health in Diverse Populations (2 obras) · Healthcare Systems and Reforms (2 obras)

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