Advancing global health and the sustainable development goals through transdisciplinary research and equitable publication practices
Bibliographic record
Abstract
Just eight years from now, in 2030, the world will once again review our progress toward the United Nations Sustainable Development Goals (SDGs), a bold set of 17 interconnected goals with 169 targets, agreed upon by the 191 United Nations (UN) members, centered around creating a more equitable world for all. The SDGs were originally published in 2015 on the seventieth anniversary of the UN to set out a "supremely ambitious and transformational vision…a world free of poverty, hunger, disease and want, where all life can thrive" [1]. The SDGs were developed with a full recognition that humanity's needs are deeply connected and not siloed. Despite this recognition, we continue to approach humanity's needs in ways that belie the interconnectedness of those needs; we continue to work in ways that do not fully acknowledge that basic development needs such as housing, water, food, gender equality, food insecurity, poverty alleviation, and the environment are interconnected. We believe this is unacceptable because it fragments the discourse around the fullness of what humanity itself needs to thrive.The world of research is just as fragmented as the world of programs and policies around the SDGs. Development aid and government investments in sectoral programs are normally examined for their impacts on narrow outcomes. For example, few programs in nonhealth sectors are assessed for their influence on human health outcomes. While annual global development aid reached $161.2 billion in 2020 [2], economic and agricultural development programs rarely evaluate their health impacts [3, 4]. More importantly, most poverty alleviation and food security programs are not developed with improving health or health equity as a key objective, and as a result, improvements in health are not optimized with traditional development approaches. Additional research examining the linkage between poverty alleviation, improved food security, gender equality, planetary health, and human health could further encourage large global health and development actors to invest in more interdisciplinary approaches.Systemic racism as well as ethnic, gender, and other forms of discrimination negatively affect progress toward achieving the SDGs. Minoritized racial and ethnic groups are generally further behind advantaged racial and ethnic groups in poverty, economic growth, and access to clean water and food, all of which adversely affect health and well-being. Those who live in poverty typically have less access to food, less access to clean water and sanitation, and more exposure to pollution than those who have a higher income [5]. Physical and psychological health disparities are further exacerbated by racial disparities related to environmental injustice and climate change [6]. Despite a call by several UN human rights groups, the SDGs are silent on the eradication of systemic racism and racial, ethnic, and many other forms of discrimination, which constitute global barriers to human development and the fulfillment of human rights throughout the life span.Prior to the COVID-19 pandemic, many countries around the world had made substantial progress toward ending poverty in all its forms (SDG 1). While 36% of the world's population lived in extreme poverty in 1990, by 2015 this had fallen to 10%. Due to the COVID-19 pandemic, however, it is estimated that an additional half a billion people have been pushed or pushed further into poverty [7]. The effects of infectious diseases like COVID-19 on economic outcomes serve as yet another illustration of the strong positive correlation established between health and wealth over decades of economics research. Moreover, a vibrant literature in economics has demonstrated a strong bidirectional relationship between health and economic outcomes in both low- and high-income countries [8]. This research has demonstrated that there are large returns to investing in health and that programs that protect or improve economic outcomes—such as social protection programs—result in significant health improvements as well. Moreover, in the field of economics, the past two decades have witnessed a revolution in scientific methods for learning how to end poverty and improve well-being in low- and middle-income countries. Randomized trials of interventions and policies have become far more common and have opened new possibilities for understanding how to achieve SDG 1, and also with important impacts on SDG 3 ("Good health and well-being") [9]. However, most of the economic research on poverty alleviation and health in low- and middle-income countries typically appears in journals that are not widely read by health scientists or by stakeholders in the countries where the research takes place. Through the section on SDG 1, Advances in Global Health aims to provide new opportunities for dissemination of research on the linkages between poverty and health.Food insecurity and poor diets (SDG 2) compromise nutrition and health outcomes in profound ways. Global and national models suggest that malnutrition and poor diets are the leading contributors to the burden of disease around the world [10]. These impacts operate through multiple pathways. For instance, maternal and child undernutrition contribute to almost half of all child deaths each year in the developing world, and 11% of the global burden of disease, including noncommunicable disease, is linked to poor diets [11]. These poor health outcomes, in turn, can affect other SDGs through increased health expenditures, loss of wages when people are too sick to work, or care burdens that often fall disproportionately on women. The connections between food insecurity, diets, nutrition, and health are strong, mutually reinforcing, and rooted in social and economic inequities. Often, the intergenerational transmission of food insecurity and poor nutrition prevents families and communities from escaping these vicious cycles. And yet too much research on food security and nutrition is out of the view of those working on achieving health goals, because it sits in literatures in agriculture, food policy, nutrition, and economics, and lacks a transdisciplinary and trans-SDG emphasis.Gender issues and global health challenges are diverse, emanating out of a complex global context, including a multiplicity of social and cultural contexts. SDG 5 is committed to gender equality, with several targets geared toward ending discrimination against women and improving their opportunities, especially in economics, leadership, and reproductive health. Gender equality is important to advancing global health for several reasons [12, 13]. Without attention to gender equality, females will continue to suffer from reproductive health challenges such as high rates of teenage pregnancies, infertility, and maternal mortality and increased risk of sexually transmitted infections including HIV. Beyond reproductive health, gender matters in the field of gender-based violence, access to health-care services, gender-disaggregated data, and much more [14, 15, 16]. These, in turn, invite us to interrogate the gender-biased norms and gender responsiveness of health policies, financing, and the entire political economy. Engendered by different crises and challenges, these matters play out differently in unique cultural and social environments.Since the 1950s and 1960s, humans have been transforming and disrupting most of our planet's natural systems at a much-accelerated pace, from the deep oceans to the upper atmosphere, causing loss of biodiversity, overexploitation of fisheries, rising carbon dioxide in the atmosphere, acidification of oceans, and loss of tropical forests. Those disruptions interact with each other in complex ways to alter the fundamental conditions for human health and well-being and, ultimately, affect nearly every dimension of human health [17]. Planetary health focuses on understanding and quantifying the human health impacts of these global environmental disruptions and on developing solutions that will allow humanity and the natural systems we depend on to thrive now and in the future [18]. Our vision is to encourage the preservation and sustainability of natural systems for the benefit of human health (SDG 3), aligned with SDGs 13 (Climate Action), 14 (Life below Water), and 15 (Life on Land) through the study and characterization of the inextricably linked dependencies between human health and the health of natural systems.Inequities in the representation of scientists from low- and middle-income countries as well as minority groups in most countries has plagued academic research. For example, in a systematic review of health research in sub-Saharan Africa between 2014 and 2016, 14% of papers had no local coauthors (i.e., from the country where the research took place), and representation of local coauthors as first author was also low (23%) when the research involved researchers from the United States, Canada, or Europe [19]. This is consistent with extensive global health literature [20, 21]. Even higher rates of nonrepresentation of local coauthors are reported in economics research that takes place in low- and middle-income countries. A recent review discovered that only 23% of first authors were from the country of the study's focus [22, 23]. Research funding and publication fees contribute to such inequities and are some of the barriers that need to be addressed to improve equity in the recognition of research. We believe that supporting the SDGs cannot be separated from addressing these significant inequities in research dissemination.Advances in Global Health is a peer-reviewed, open-access research journal that is committed to decolonizing and democratizing global health. This entails purposefully giving prominence to knowledge and knowledge production from low- and middle-income countries as well as racial and ethnic minority communities within all countries. In so doing, Advance
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.023 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.002 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".