ArticlePloS one2021
Multi-criteria suitability analysis for neglected and underutilised crop species in South Africa.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 10 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
10 citing papers in PubMed.
- Modeling Neglected and Underutilized Crops for Future Food Resilience: A Regional MaxEnt Workflow.Plant-environment interactions (Hoboken, N.J.) · 2026Article
- Exploring the social-ecological potential for indigenous agroforestry in peri-urban areas: a participatory mapping approach.Scientific reports · 2025Article
- Assessing the Alignment Between Naturally Adaptive Grain Crop Planting Patterns and Staple Food Security in China.Foods (Basel, Switzerland) · 2025Article
- Fine-scale mapping of irrigation suitability in South Africa using ensemble modelling.Scientific reports · 2025Article
- Climate change threatens crop diversity at low latitudes.Nature food · 2025Article
- Social life cycle sustainability assessment of dried tomato products based on material and process selection through multi-criteria decision making.Journal of the science of food and agriculture · 2025Article
- Underutilized crops for diverse, resilient and healthy agri-food systems: a systematic review of sub-Saharan Africa.Frontiers in sustainable food systems · 2024Article
- Assessment of land suitability using a soil-indicator-based approach in a geomatics environment.Scientific reports · 2022Article
- Visioning a food system for equitable transition towards sustainable diets.Sustainability · 2022Article
- Correction: Multi-criteria suitability analysis for neglected and underutilised crop species in South Africa.PloS one · 2021Article
Corrections and comments
- Erratum issued
Authors and funding
9 authors.
Funding
Abstract
Several neglected and underutilised species (NUS) provide solutions to climate change and creating a Zero Hunger world, the Sustainable Development Goal 2. Several NUS are drought and heat stress-tolerant, making them ideal for improving marginalised cropping systems in drought-prone areas. However, owing to their status as NUS, current crop suitability maps do not include them as part of the crop choices. This study aimed to develop land suitability maps for selected NUS [sorghum, (Sorghum bicolor), cowpea (Vigna unguiculata), amaranth and taro (Colocasia esculenta)] using Analytic Hierarchy Process (AHP) in ArcGIS. Multidisciplinary factors from climatic, soil and landscape, socio-economic and technical indicators overlaid using Weighted Overlay Analysis. Validation was done through field visits, and area under the curve (AUC) was used to measure AHP model performance. The results indicated that sorghum was highly suitable (S1) = 2%, moderately suitable (S2) = 61%, marginally suitable (S3) = 33%, and unsuitable (N1) = 4%, cowpea S1 = 3%, S2 = 56%, S3 = 39%, N1 = 2%, amaranth S1 = 8%, S2 = 81%, S3 = 11%, and taro S1 = 0.4%, S2 = 28%, S3 = 64%, N1 = 7%, of calculated arable land of SA (12 655 859 ha). Overall, the validation showed that the mapping exercises exhibited a high degree of accuracies (i.e. sorghum AUC = 0.87, cowpea AUC = 0.88, amaranth AUC = 0.95 and taro AUC = 0.82). Rainfall was the most critical variable and criteria with the highest impact on land suitability of the NUS. Results of this study suggest that South Africa has a huge potential for NUS production. The maps developed can contribute to evidence-based and site-specific recommendations for NUS and their mainstreaming. Also, the maps can be used to design appropriate production guidelines and to support existing policy frameworks which advocate for sustainable intensification of marginalised cropping systems through increased crop diversity and the use of stress-tolerant food crops.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.