Global Dietary Database 2017: data availability and gaps on 54 major foods, beverages and nutrients among 5.6 million children and adults from 1220 surveys worldwide
Abstract:BackgroundWe aimed to systematically identify, standardise and disseminate individual-level dietary intake surveys from up to 207 countries for 54 foods, beverages and nutrients, including subnational intakes by age, sex, education and urban/rural residence, from 1980 to 2015.MethodsBetween 2008–2011 and 2014–2020, the Global Dietary Database (GDD) project systematically searched for surveys assessing individual-level intake worldwide. We prioritised nationally or subnationally representative surveys using 24-… Show more
“…26 However, accounting for both the bioavailability and the estimated intake of micronutrients, from marine and terrestrial sources, remains essential to tackling hidden hunger, 2,27 especially as global individual-level dietary intake data become increasingly available. 28 Countries such as Japan, Bulgaria, and North Korea have moderate to high (30%, 34%, and 82%, respectively) prevalence of inadequate micronutrient intake (Figure 4), but their catches have very low micronutrient densities (Figures 2 and 4), suggesting limited potential for domestic fisheries to help close nutrient gaps. Moreover, high variability in micronutrient density (associated with low evenness) may jeopardize the stability of nutritional contribution from fish catches over time because a small number of species, which are not caught in every year, make a disproportionate contribution, especially for countries where prevalence of inadequate micronutrient intake is moderate to high, such as Georgia, Bulgaria, and Mauritania (Figure 4).…”
Section: Fish Species Micronutrient Density Is Weakly Associated With Both Fishing and Climate Changementioning
Micronutrient supply from global marine fisheries under climate change and overfishing Highlights d Micronutrient-dense catches are more vulnerable to climate change than fishing d Climate change threatens micronutrient fisheries yields in 40% of countries d Catches are nutrient dense but vulnerable where dietary intakes are most inadequate d Fisheries management can be optimized toward resilient and nutrient-dense species
“…26 However, accounting for both the bioavailability and the estimated intake of micronutrients, from marine and terrestrial sources, remains essential to tackling hidden hunger, 2,27 especially as global individual-level dietary intake data become increasingly available. 28 Countries such as Japan, Bulgaria, and North Korea have moderate to high (30%, 34%, and 82%, respectively) prevalence of inadequate micronutrient intake (Figure 4), but their catches have very low micronutrient densities (Figures 2 and 4), suggesting limited potential for domestic fisheries to help close nutrient gaps. Moreover, high variability in micronutrient density (associated with low evenness) may jeopardize the stability of nutritional contribution from fish catches over time because a small number of species, which are not caught in every year, make a disproportionate contribution, especially for countries where prevalence of inadequate micronutrient intake is moderate to high, such as Georgia, Bulgaria, and Mauritania (Figure 4).…”
Section: Fish Species Micronutrient Density Is Weakly Associated With Both Fishing and Climate Changementioning
Micronutrient supply from global marine fisheries under climate change and overfishing Highlights d Micronutrient-dense catches are more vulnerable to climate change than fishing d Climate change threatens micronutrient fisheries yields in 40% of countries d Catches are nutrient dense but vulnerable where dietary intakes are most inadequate d Fisheries management can be optimized toward resilient and nutrient-dense species
“…Increasingly available global data on nutrient availability will be a crucial input for advancing this field. 130,131 At the same time, more research is needed to understand in what settings trade is fostering or speeding up a transition toward unhealthy Western dietary patterns. 132 A better understanding of the impacts of trade on nutrient availability for exporting systems will be important, considering the increasing importance of large-scale land acquisitions in the Global South.…”
Global land systems are increasingly shaped by international trade of agricultural products. An increasing number of studies have quantified the implications of agricultural trade for single different aspects of land system sustainability. Bringing together studies across different sustainability dimensions, this review investigates how global agricultural trade flows have affected land systems and resulting impacts on food and nutrient availability, natural habitat conversion, biodiversity loss, and ecosystem carbon storage. We show that the effects of trade on land systems are highly heterogeneous across regions and commodities, revealing both synergies and trade-offs between improved nutrition and environmental conservation. For instance, we find that while the concentration of cereal production in North America has spared land, the increased demand for tropical products induced by trade has negatively impacted tropical ecosystems. Based on the current state of knowledge, we identify six pathways for how future research can contribute to a more comprehensive understanding of how agricultural trade can positively contribute to meeting global sustainability goals.
“…It is also very uniform, although we have 72 features related to calcium, the top 2 collect 96% of the importance. The data is taken from the Global Dietary Database, GDD (38). All the calcium features from GDD are highly correlated with each other.…”
Section: Results: Features Affecting Mortality Ratesmentioning
confidence: 99%
“…We have noticed that all features of GDD-calcium are highly correlated, so it is not surprising to see some variation of the best one. The calcium data is taken from the Global Dietary Database (38).…”
We have developed a new technique of Feature Importance, a topic of machine learning, to analyze the possible causes of the Covid-19 pandemic based on country data. This new approach works well even when there are many more features than countries and is not affected by high correlation of features. It is inspired by the Gram-Schmidt orthogonalization procedure from linear algebra. We study the number of deaths, which is more reliable than the number of cases at the onset of the pandemic, during Apr/May 2020. This is while countries started taking measures, so more light will be shed on the root causes of the pandemic rather than on its handling.
The analysis is done against a comprehensive list of roughly 3,200 features. We find that globalization is the main contributing cause, followed by calcium intake, economic factors, environmental factors, preventative measures, and others. This analysis was done for 20 different dates and shows that some factors, like calcium, phase in or out over time. We also compute row explainability, i.e. for every country, how much each feature explains the death rate. Finally we also study a series of conditions, e.g. comorbidities, immunization, etc. which have been proposed to explain the pandemic and place them in their proper context. While there are many caveats to this analysis, we believe it sheds light on the possible causes of the Covid-19 pandemic.
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