Nonlinear analysis of factors influencing public health in China based on machine learning.
Public health is a key component of the United Nations Sustainable Development Goals (SDGs) and is central to the all-round development of individuals. Based on panel data from 31 provinces in China between 2010 and 2023, this article adopts the Population Mortality Rate (PMR) as a measure of public health and employs the Generalized Additive Model (GAM) from machine learning to systematically investigate the nonlinear effects of multidimensional factors-including medical resources, environmental pollution, socioeconomic conditions, and technology-on public health. The results of the study show that China's PMR exhibits an overall upward trend, with a spatially uneven distribution and significant regional disparities, as mortality rates in the central and western regions are generally higher than those in the eastern coastal provinces. All influencing factors show significant associations with the PMR. The effects of all influencing factors on mortality exhibit complex nonlinear characteristics, with their impacts varying considerably across different value ranges. Specifically, the influence of medical resources exhibits critical thresholds, such as the Number of Urban Practicing (assistant) Physicians per 10,000 people (NUPP) reaching its maximum health benefit at approximately 40; while the relationship between environmental indicators and mortality reveals potential complex confounding mechanisms, as evidenced by the negative association observed between Sulphur Dioxide Emissions (SDE) and mortality rates within the observed range; whereas the health benefits of basic resources and developmental factors, such as Per Capita Water Resources (PCWR), stabilize after crossing a specific threshold (20,000 cubic meters per person). Finally, some practical policy recommendations are put forward.
- Research Article
103
- 10.1016/s2468-2667(21)00209-7
- Nov 7, 2021
- The Lancet Public Health
The 2021 China report of the Lancet Countdown on health and climate change: seizing the window of opportunity
- Research Article
1
- 10.31289/jppuma.v12i1.12092
- Jun 28, 2024
- JPPUMA Jurnal Ilmu Pemerintahan dan Sosial Politik Universitas Medan Area
This study dwells on xenophobia and the realities of actualizing the United Nations (UN) Sustainable Development Goal (SDG) eight in South Africa. It argues that since the emergence of Millennium Development Goals (MDGs) in 2000, which transited to Sustainable Development Goals (SDGs) in 2015, there has been a proliferation of literature from scholars of diverse disciplinary orientations. However, none of these studies deal with the phenomenon of xenophobia as a milestone for the attainment of the SDGs in South Africa. This paper, therefore, serves as an intervention to discuss how xenophobia affects the realization/ actualization of the UN’s SDG eight in the area under consideration. Using extant literature and the rational choice theory, it affirms that without peace and partnership with other countries, it would be very difficult for South Africa to attain the UN SDGs it envisages to achieve. To be focused and in-depth in the analysis of the phenomena under consideration the study centers exclusively on the UN SDG eight (even though there are seventeen SDGs of the UN) which hinges on decent work and economic growth. The evidence thrown up led to the major conclusion that the persistent xenophobic attacks and the resultant massive destruction of lives and businesses of foreigners, South Africa’s quest for the full-fledged realization of United Nations (UN) Sustainable Development Goal eight would remain mere paperwork. Given the increasing prevalence of xenophobic attacks in the study area, the paper suggests, among others, the building of meaningful, lasting, and effective partnerships. This entails that xenophobia in the country will be nipped in the bud.
- Research Article
108
- 10.1016/j.buildenv.2018.09.043
- Sep 29, 2018
- Building and Environment
Assessing the contribution of water and energy efficiency in green buildings to achieve United Nations Sustainable Development Goals in Jordan
- Discussion
28
- 10.1016/j.scitotenv.2020.140681
- Jul 3, 2020
- Science of the Total Environment
Deforestation of rainforests requires active use of UN's Sustainable Development Goals
- Research Article
323
- 10.1016/j.cogsc.2021.100497
- Apr 15, 2021
- Current Opinion in Green and Sustainable Chemistry
Since the launch of the United Nations (UN) Sustainable Development Goals (SDGs) in 2015, the SDGs have been widely adopted by governments and corporations in an effort to improve their sustainability. There are 17 SDGs, comprising 169 targets, which are measurable against 247 unique indicators. Despite pervasive global pollution from (micro)plastics, there is only one indicator (14.1.1b) under Goal 14, specifically related to reducing impacts from (micro)plastics. Reliable reporting and monitoring of 247 SDG indicators present unique challenges for governments and organizations to implement, which may be further exacerbated by the pervasive nature of (micro)plastic pollution if not properly monitored across these indicators. This review focused on recent literature to provide a critical overview of the key challenges specifically related to (micro)plastics as they may undermine the implementation of sustainable strategies and action plans required to achieve the UN SDGs. • (Micro)plastics threaten global social, environmental, and economic sustainability. • The UN Sustainable Development Goals (SDGs) developed to address global threats. • Only Goal 14 specifically addresses impacts of (micro)plastic pollution. • (Micro)plastic pollution directly or indirectly impacts at least 12 UN SDGs. • (Micro)plastic pollution may undermine the implementation of the UN SDGs.
- Research Article
1
- 10.1016/s0016-0032(33)90871-6
- Jul 1, 1933
- Journal of the Franklin Institute
Chemistry triumphant, the rise and reign of chemistry in a chemical world: by William J. Hale, Ph.D., 151 pages, illustrations, 13 × 19 cms. Baltimore, The Williams and Wilkins Co., 1932. Price $1.00
- Research Article
84
- 10.1016/j.puhe.2019.05.018
- Jul 15, 2019
- Public Health
The sustainable development goals provide an important framework for addressing dangerous climate change and achieving wider public health benefits
- Research Article
- 10.52711/2321-5828.2026.00004
- Mar 7, 2026
- Research Journal of Humanities and Social Sciences
Human habitat, human society and science today stands in the midst of a deep crevice of scientific ingenuity and deep scientific regeneration. Medical science and the science of psychiatry in the similar vein stands tall and affirmative as man and mankind traverses the weary path of United Nations and World Sustainable Development Goals. The science of psychology and psychiatry needs to be truly re- envisioned and revamped with the passage of global engineering history and time. The author is suffering from schizophrenia since November,1993. From October, 2012 he was diagnosed with glaucoma in his right eye. The author in this article deeply elucidates with scientific profundity and insight the course of his years of illness and slow recovery. Today he is beset with one health issue over another. Provision of advanced healthcare is one of the pillars of World Sustainable Development Goals. A deep introspection and a comprehensive review on the science of schizophrenia are the utmost needs of the hour. The author deeply reviews the veritable needs and necessities of advanced healthcare in the diagnosis of the treatment of schizophrenia. Surely and remarkably a newer epoch in the field of neuropsychiatry will emerge if scientists, researchers and policy makers across the globe takes concerted efforts in dealing with the proper application of United Nations and World Sustainable Development Goals. Advanced healthcare is the need of the hour. The author deeply stresses the needs of United Nations Sustainable Development Goals in the futuristic pathway of science and technology.
- Research Article
8
- 10.1123/jpah.2024-0442
- Dec 1, 2024
- Journal of physical activity & health
The World Health Organization recognizes that physical activity (PA) during childhood is crucial for healthy development, aligning well with the achievement of several United Nations (UN) Sustainable Development Goals (SDGs). This study aimed to explore the associations between 10 key indicators of PA for children and adolescents assessed in the Global Matrix 4.0 project, and the UN SDGs. Data from 57 countries/jurisdictions of the Global Matrix 4.0 project were used. The UN SDG indicators were sourced from the SDG Transformation Center, which publishes each country's performance on each of the 17 SDGs. Given the robust evidence supporting plausible links between PA and SDGs 3 (good health and well-being), 9 (industry, innovation, and infrastructure), 11 (sustainable cities and communities), 13 (climate action), and 16 (peace, justice, and strong institutions), these SDGs were investigated. Countries/jurisdictions with good and moderate performance in achieving SDG 3, SDG 9, SDG 11, and SDG 16 had higher grades than countries/jurisdictions with fair performance in achieving these SDGs for the following indicators: Organized Sports and PA, Community and Environment, and Government Investments and Strategies. However, countries/jurisdictions with good performance in achieving SDG 13 had lower grades than countries/jurisdictions with fair performance in achieving SDG 13 for the following indicators: Organized Sports and PA, Community and Environment, and Government Investments and Strategies. Organized Sports and PA, Community and Environment, and Government Investments and Strategies were the indicators that demonstrated differences between countries/jurisdictions with good and poor performance in achieving the SDGs.
- Research Article
44
- 10.1080/15435075.2019.1584104
- Mar 5, 2019
- International Journal of Green Energy
ABSTRACTJordan faces stringent energy challenges mainly in the form of import dependence and escalating demand. The building sector accounts for 58% of total national electricity consumption and therefore plays an important role in addressing these challenges. This article investigates how energy efficiency in green buildings certified by the Leadership in Energy and Environmental Design (LEED) rating system contribute towards achieving United Nations (UN) Sustainable Development Goals (SDGs) in Jordan. Furthermore, this paper proposes a new Comprehensive Contribution to Sustainable Development Index (CCSDI) to assess the contributions of implementation of the LEED 2009 prerequisites and credits in the Energy and Atmosphere (EA) category to achieve UN SDGs in Jordan. Questionnaire surveys were conducted to obtain data. Relative Importance Index (RII) method was used to evaluate the contributions of LEED 2009 prerequisites and credits in the EA category. Results indicate a positive relationship between the LEED 2009 prerequisites and credits in category and UN SDGs 7−9 and 12−13. We conclude that our proposed CCSDI is a robust tool for assessing the contribution of energy efficiency in LEED 2009 certified green buildings towards achieving UN SDGs in Jordan.
- Research Article
9
- 10.1109/access.2025.3559502
- Jan 1, 2025
- IEEE Access
Digital twins (DTs) are transforming healthcare systems (HSs) by enabling real-time, data-driven decision-making. Despite their potential, research on DTs’ role in long-term HS sustainability remains nascent. This study systematically reviews DT use cases in HSs through the lens of the <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">triple-bottom-line</i> framework of sustainability, identifying their economic, environmental, and social contributions. Additionally, it maps these use cases to the United Nations (UN) Sustainable Development Goals (SDGs) to assess their alignment with global sustainability policies. A systematic literature review following the PRISMA framework was conducted across four databases (Scopus, Web of Science, Engineering Village, and PubMed), identifying 81 peer-reviewed studies. DT use cases were categorized into sustainability dimensions and qualitatively mapped to UN SDGs. We identify 28 unique DT use cases supporting HS sustainability – 13 contributing to economic (e.g., precision medicine, early diagnosis), 8 to environmental (e.g., energy-efficient hospital operations, waste management), and 7 to social sustainability (e.g., provider burnout prevention, equitable access). Our mapping reveals that DTs could support 11 of 17 UN SDGs, including SDG 3 (good health and well-being), SDG 8 (economic growth), SDG 9 (innovation), and SDGs 12–15 (environmental impact mitigation), among others. This study documents the significant potential of DTs to enhance HS sustainability across economic, environmental, and social dimensions while supporting multiple SDGs. However, most existing DT studies overlook explicit sustainability linkages, with limited attention to assessing or prioritizing DTs’ impact on HS sustainability. Future research should develop standardized sustainability metrics, conduct empirical studies, and create frameworks linking DT outcomes to SDGs.
- Research Article
109
- 10.1016/j.jclepro.2024.140794
- Jan 1, 2024
- Journal of Cleaner Production
The added value of partnerships in implementing the UN sustainable development goals
- Research Article
7
- 10.1177/02734753231222588
- Jan 11, 2024
- Journal of Marketing Education
The role and importance of sustainability are increasing multi-fold, and responsible organizations across the globe are aligning with the United Nations (UN) Sustainable Development Goals (SDGs). Integrating the UN SDGs into marketing education, especially curriculum, has received scant attention in the marketing education literature, even though 880 business schools have become Principles for Responsible Management Education (PRME) signatories. This exploratory study attempts to address the gap. It describes an instructor’s attempt to integrate two SDGs, 8 and 12, into a marketing elective course, BoP & Rural Markets, using an experiential rural market project. The students were asked to use the lens of SDG 8 and 12 to understand the rural marketplace and its stakeholders during their field visit. This article describes the rural market project, spread across four experiential learning stages, and assesses its impact on sensitizing the students about SDGs. The whole experience, with its challenges and potential areas for improvement, is shared, and some lessons for marketing educators are identified. Finally, this article highlights some limitations of the approach and pinpoints directions for future work. In sum, this experiential project, a unique pedagogical intervention, helped increase the participants’ awareness and encouraged them to come up with possible recommendations for the issues around the two SDGs.
- Research Article
39
- 10.3390/su132011455
- Oct 16, 2021
- Sustainability
This paper highlights the extent of the relationships between circular economy (CE) practices and the implementation of the United Nations Sustainable Development Goals (SDGs). Specifically, the paper takes part in academic debates regarding CE and SDGs. It qualitatively investigates national governments’ policy response and practices, with a focus on Bangladesh. The study finds varying degrees of momentum in the national policy response to SDGs and thus, it answers two research questions: (i) what is the relevance of CE practices to the United Nations (UN) SDGs? (ii) What are the responses from the Bangladeshi government to fulfil the UN SDGs regarding sustainable consumption and production with CE? As CE is a global trend, the research suggests that broad, conscientious connection and collaboration at the national level are essential. The findings implicate national governments in developing countries and UN SDGs for their policies and programme reassessment, considering the impact of the COVID-19 pandemic on sustainable development.
- Research Article
1
- 10.25236/ijfm.2023.050502
- Jan 1, 2023
- International Journal of Frontiers in Medicine
Objective: To explore the distribution and difference of medical resources among 31 provinces (municipalities) in China. Methods and process: According to the health resource indicators of 31 provinces in China Health Statistical Yearbook and China Statistical Yearbook, we described and analyzed the total amount of medical and health resources, per capita medical and health resources and high-quality medical resources. By using cluster analysis and RSR (Rank-sum ratio) comprehensive evaluation method, the difference of medical resources among 31 provinces in China in 2020 was calculated, and the medical resources of each province were classified, compared and analyzed to describe the difference. Results and conclusions: (1) From the perspective of total medical resources, the total medical resources in the western region are far less than those in the eastern region, showing a situation of "more in the east and less in the west". Provinces with large populations have large medical resources. Developed cities such as Beijing and Shanghai have great advantages in medical and health financial resources, while provinces in remote areas are extremely backward in human, material and financial resources.(2)Unbalanced distribution of high-quality medical resources: tertiary hospitals are mainly concentrated in eastern and central China. The number and scale of tertiary hospitals in western China are obviously backward. China's top 100 hospitals are mainly distributed in the first tier and economically developed cities. Beijing, Shanghai and Guangzhou accounted for half of the top 100 hospitals. Nearly half of China's provinces have no hospitals on the "Top 100" list. (3) Per capita medical resources vary greatly. The per capita level of medical resources in the three northeastern provinces (Inner Mongolia, Qinghai, Sichuan, Beijing and Shanghai) is relatively high. The per capita level of medical resources in Anhui, Jiangxi, Guangdong, Ningxia and other provinces is low.