FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3034674501> ?p ?o ?g. }

• W3034674501 abstract "In the western highlands of Guatemala, the indigenous population is one of the most marginalized communities. The food security of subsistence and infra-subsistence smallholders within this population still relies on domestic agricultural production as the principal livelihood activity and the main source of food. Smallholder production systems in the region are complex, with multiple interacting subsystems functioning at different integration levels and with different temporal dynamics. Previous results, based on a data set of nearly 5,000 farm households using a robust food availability indicator (that quantifies agricultural production, consumption, transformation and commercialization of produce), have shown large differences in food security between farmers in the western highlands of Guatemala. Another important finding was that more than half of the farm households do not have the means to produce enough energy for home consumption from their agricultural activities. Identifying the constraints, patterns and underlying processes driving food security could give rise to a set of easy-to-measure variables that quickly and reliably assess household food security status; such a tool would be helpful for decision and policy makers trying to focus on actions more likely to succeed in improving food security in the region. In this study, we developed a predictive model of food security, through the application of machine learning techniques, to identify the most important factors, and their interactions, that account for variability in food security. The resulting “artificial neural network” model performed well, explaining nearly 85 % of the variance in food security status. By applying different sensitivity analysis methods, we were able to detect highly non-linear interactions between the different factors driving food security. Land availability per person is detected as the main constraint for attaining food security. The median value of land availability per person in the region is 0.085 ha, explaining why 52% of the farm household population does not produce enough food energy from agriculture. Many other interactions were found between crop land allocation, diversity, yields and food security, that can help to target interventions to improve the food security status in the region." @default.
• W3034674501 created "2020-06-19" @default.
• W3034674501 creator A5002489199 @default.
• W3034674501 creator A5040111689 @default.
• W3034674501 creator A5075624852 @default.
• W3034674501 date "2020-06-10" @default.
• W3034674501 modified "2023-10-18" @default.
• W3034674501 title "Non-linear Interactions Driving Food Security of Smallholder Farm Households in the Western Highlands of Guatemala" @default.
• W3034674501 cites W1513618424 @default.
• W3034674501 cites W1524673385 @default.
• W3034674501 cites W1678356000 @default.
• W3034674501 cites W1955163175 @default.
• W3034674501 cites W1983465757 @default.
• W3034674501 cites W1984107590 @default.
• W3034674501 cites W2003756933 @default.
• W3034674501 cites W2005190057 @default.
• W3034674501 cites W2006990520 @default.
• W3034674501 cites W2040870580 @default.
• W3034674501 cites W2076063813 @default.
• W3034674501 cites W2102148524 @default.
• W3034674501 cites W2125847307 @default.
• W3034674501 cites W2135737847 @default.
• W3034674501 cites W2143535658 @default.
• W3034674501 cites W2169053895 @default.
• W3034674501 cites W2169317232 @default.
• W3034674501 cites W2212418492 @default.
• W3034674501 cites W2219360208 @default.
• W3034674501 cites W2401247193 @default.
• W3034674501 cites W2462583090 @default.
• W3034674501 cites W2513506629 @default.
• W3034674501 cites W2513604209 @default.
• W3034674501 cites W2581762395 @default.
• W3034674501 cites W2632289600 @default.
• W3034674501 cites W2765544393 @default.
• W3034674501 cites W2786693279 @default.
• W3034674501 cites W2807036076 @default.
• W3034674501 cites W2885307904 @default.
• W3034674501 cites W2903680384 @default.
• W3034674501 cites W2911964244 @default.
• W3034674501 cites W2946615395 @default.
• W3034674501 cites W2963138115 @default.
• W3034674501 cites W2966080438 @default.
• W3034674501 cites W4230942370 @default.
• W3034674501 doi "https://doi.org/10.3389/fsufs.2020.00051" @default.
• W3034674501 hasPublicationYear "2020" @default.
• W3034674501 type Work @default.
• W3034674501 sameAs 3034674501 @default.
• W3034674501 citedByCount "2" @default.
• W3034674501 countsByYear W30346745012022 @default.
• W3034674501 crossrefType "journal-article" @default.
• W3034674501 hasAuthorship W3034674501A5002489199 @default.
• W3034674501 hasAuthorship W3034674501A5040111689 @default.
• W3034674501 hasAuthorship W3034674501A5075624852 @default.
• W3034674501 hasBestOaLocation W30346745011 @default.
• W3034674501 hasConcept C118518473 @default.
• W3034674501 hasConcept C128383755 @default.
• W3034674501 hasConcept C139719470 @default.
• W3034674501 hasConcept C144024400 @default.
• W3034674501 hasConcept C144133560 @default.
• W3034674501 hasConcept C149923435 @default.
• W3034674501 hasConcept C156005406 @default.
• W3034674501 hasConcept C162324750 @default.
• W3034674501 hasConcept C162853370 @default.
• W3034674501 hasConcept C166957645 @default.
• W3034674501 hasConcept C175605778 @default.
• W3034674501 hasConcept C17744445 @default.
• W3034674501 hasConcept C199539241 @default.
• W3034674501 hasConcept C205649164 @default.
• W3034674501 hasConcept C2778348673 @default.
• W3034674501 hasConcept C2780625559 @default.
• W3034674501 hasConcept C2908647359 @default.
• W3034674501 hasConcept C30772137 @default.
• W3034674501 hasConcept C36289849 @default.
• W3034674501 hasConcept C3987366 @default.
• W3034674501 hasConcept C48824518 @default.
• W3034674501 hasConcept C549605437 @default.
• W3034674501 hasConcept C74893574 @default.
• W3034674501 hasConcept C88199923 @default.
• W3034674501 hasConceptScore W3034674501C118518473 @default.
• W3034674501 hasConceptScore W3034674501C128383755 @default.
• W3034674501 hasConceptScore W3034674501C139719470 @default.
• W3034674501 hasConceptScore W3034674501C144024400 @default.
• W3034674501 hasConceptScore W3034674501C144133560 @default.
• W3034674501 hasConceptScore W3034674501C149923435 @default.
• W3034674501 hasConceptScore W3034674501C156005406 @default.
• W3034674501 hasConceptScore W3034674501C162324750 @default.
• W3034674501 hasConceptScore W3034674501C162853370 @default.
• W3034674501 hasConceptScore W3034674501C166957645 @default.
• W3034674501 hasConceptScore W3034674501C175605778 @default.
• W3034674501 hasConceptScore W3034674501C17744445 @default.
• W3034674501 hasConceptScore W3034674501C199539241 @default.
• W3034674501 hasConceptScore W3034674501C205649164 @default.
• W3034674501 hasConceptScore W3034674501C2778348673 @default.
• W3034674501 hasConceptScore W3034674501C2780625559 @default.
• W3034674501 hasConceptScore W3034674501C2908647359 @default.
• W3034674501 hasConceptScore W3034674501C30772137 @default.
• W3034674501 hasConceptScore W3034674501C36289849 @default.
• W3034674501 hasConceptScore W3034674501C3987366 @default.
• W3034674501 hasConceptScore W3034674501C48824518 @default.
• W3034674501 hasConceptScore W3034674501C549605437 @default.

• next