6 results on '"Shackelford, Gorm"'
Search Results
2. Accumulating evidence using crowdsourcing and machine learning: A living bibliography about existential risk and global catastrophic risk.
- Author
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Shackelford, Gorm E., Kemp, Luke, Rhodes, Catherine, Sundaram, Lalitha, ÓhÉigeartaigh, Seán S., Beard, Simon, Belfield, Haydn, Weitzdörfer, Julius, Avin, Shahar, Sørebø, Dag, Jones, Elliot M., Hume, John B., Price, David, Pyle, David, Hurt, Daniel, Stone, Theodore, Watkins, Harry, Collas, Lydia, Cade, Bryony C., and Johnson, Thomas Frederick
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MACHINE learning ,CROWDSOURCING ,META-analysis ,RISK assessment - Abstract
• Crowdsourcing: 51 participants assessed 10,001 publications that are potentially relevant to the study of existential risk. • Machine learning: new publications are automatically assessed by a neural network and verified by participants. • The "living bibliography" is updated every month, and it is freely available online at www.x-risk.net. The study of existential risk — the risk of human extinction or the collapse of human civilization — has only recently emerged as an integrated field of research, and yet an overwhelming volume of relevant research has already been published. To provide an evidence base for policy and risk analysis, this research should be systematically reviewed. In a systematic review, one of many time-consuming tasks is to read the titles and abstracts of research publications, to see if they meet the inclusion criteria. We show how this task can be shared between multiple people (using crowdsourcing) and partially automated (using machine learning), as methods of handling an overwhelming volume of research. We used these methods to create The Existential Risk Research Assessment (TERRA), which is a living bibliography of relevant publications that gets updated each month (www.x-risk.net). We present the results from the first ten months of TERRA, in which 10,001 abstracts were screened by 51 participants. Several challenges need to be met before these methods can be used in systematic reviews. However, we suggest that collaborative and cumulative methods such as these will need to be used in systematic reviews as the volume of research increases. [ABSTRACT FROM AUTHOR]
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- 2020
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3. Effects of cover crops on multiple ecosystem services: Ten meta-analyses of data from arable farmland in California and the Mediterranean.
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Shackelford, Gorm E., Kelsey, Rodd, and Dicks, Lynn V.
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COVER crops ,ECOSYSTEM services ,HUMUS ,CARBON dioxide mitigation ,CASH crops - Abstract
• Meta-analysis of the effects of winter cover crops in Mediterranean climates. • Increase in soil organic matter and soil microbial biomass. • Decrease in soil water content in spring. • Decrease in weed abundance but no effects on cash crop yields. • Increase in carbon dioxide emissions but also in soil carbon storage. Cover crops are considered to be beneficial for multiple ecosystem services, and they have been widely promoted through the Common Agricultural Policy (CAP) in the EU and Farm Bill Conservation Title Programs, such as the Environmental Quality Incentives Program (EQIP), in the USA. However, it can be difficult to decide whether the beneficial effects of cover crops on some ecosystem services are likely to outweigh their harmful effects on other services, and thus to decide whether they should be promoted by agricultural policy in specific situations. We used meta-analysis to quantify the effects of cover crops on five ecosystem services (food production, climate regulation, soil and water regulation, and weed control) in arable farmland in California and the Mediterranean, based on 326 experiments reported in 57 publications. In plots with cover crops, there was 13% less water, 9% more organic matter and 41% more microbial biomass in the soil, 27% fewer weeds, and 15% higher carbon dioxide emissions (but also more carbon stored in soil organic matter), compared to control plots with bare soils or winter fallows. Cash crop yields were 16% higher in plots that had legumes as cover crops (compared to controls) but 7% lower in plots that had non-legumes as cover crops. Soil nitrogen content was 41% lower, and nitrate leaching was 53% lower, in plots that had non-legume cover crops (compared to controls) but not significantly different in plots that had legumes. We did not find enough data to quantify the effects of cover crops on biodiversity conservation, pollination, or pest regulation. These gaps in the evidence need to be closed if cover crops continue to be widely promoted. We suggest that this novel combination of multiple meta-analyses for multiple ecosystem services could be used to support multi-criteria decision making about agri-environmental policy. [ABSTRACT FROM AUTHOR]
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- 2019
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4. The adaptive capacity of maize-based conservation agriculture systems to climate stress in tropical and subtropical environments: A meta-regression of yields.
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Steward, Peter R., Dougill, Andrew J., Thierfelder, Christian, Pittelkow, Cameron M., Stringer, Lindsay C., Kudzala, Maxwell, and Shackelford, Gorm E.
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SUSTAINABLE agriculture , *CROP yields , *CLIMATE change , *DROUGHTS , *AGRICULTURE - Abstract
Conservation agriculture is widely promoted across sub-Saharan Africa as a sustainable farming practice that enhances adaptive capacity to climate change. The interactions between climate stress, management, and soil are critical to understanding the adaptive capacity of conservation agriculture. Yet conservation agriculture syntheses to date have largely neglected climate, especially the effects of extreme heat. For the sub-tropics and tropics, we use meta-regression, in combination with global soil and climate datasets, to test four hypotheses: (1) that relative yield performance of conservation agriculture improves with increasing drought and temperature stress; (2) that the effects of moisture and temperature stress exposure interact; (3) that the effects of moisture and temperature stress are modified by soil texture; and (4) that crop diversification, fertilizer application rate, or the time since no-till implementation will enhance conservation agriculture performance under climate stress. Our results support the hypothesis that the relative maize yield performance of conservation agriculture improves with increasing drought severity or exposure to high temperatures. Further, there is an interaction of moisture and heat stress on conservation agriculture performance and their combined effect is both non-additive and modified by soil clay content, supporting our second and third hypotheses. Finally, we found only limited support for our fourth hypothesis as (1) increasing nitrogen application rates did not improve the relative performance of conservation agriculture under high heat stress; (2) crop diversification did not notably improve conservation agriculture performance, but did increase its stability with heat stress; and (3) a statistically robust effect of the time since no-till implementation was not evident. Our meta-regression supports the narrative that conservation agriculture enhances the adaptive capacity of maize production in sub-Saharan Africa under drought and/or heat stress. However, in very wet seasons and on clay-rich soils, conservation agriculture yields less compared to conventional practices. [ABSTRACT FROM AUTHOR]
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- 2018
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5. Poor availability of context-specific evidence hampers decision-making in conservation.
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Christie, Alec P., Amano, Tatsuya, Martin, Philip A., Petrovan, Silviu O., Shackelford, Gorm E., Simmons, Benno I., Smith, Rebecca K., Williams, David R., Wordley, Claire F.R., and Sutherland, William J.
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BIRD conservation , *EVIDENCE , *ENDANGERED species , *AMED (Information retrieval system) , *DECISION making - Abstract
Evidence-based conservation relies on reliable and relevant evidence. Practitioners often prefer locally relevant studies whose results are more likely to be transferable to the context of planned conservation interventions. To quantify the availability of relevant evidence for amphibian and bird conservation we reviewed Conservation Evidence, a database of quantitative tests of conservation interventions. Studies were geographically clustered, and few locally conducted studies were found in Western sub-Saharan Africa, Russia, South East Asia, and Eastern South America. Globally there were extremely low densities of studies per intervention - fewer than one study within 2000 km of a given location. The availability of relevant evidence was extremely low when we restricted studies to those studying biomes or taxonomic orders containing high percentages of threatened species, compared to the most frequently studied biomes and taxonomic orders. Further constraining the evidence by study design showed that only 17–20% of amphibian and bird studies used reliable designs. Our results highlight the paucity of evidence on the effectiveness of conservation interventions, and the disparity in evidence for local contexts that are frequently studied and those where conservation needs are greatest. Addressing the serious global shortfall in context-specific evidence requires a step change in the frequency of testing conservation interventions, greater use of reliable study designs and standardized metrics, and methodological advances to analyze patchy evidence bases. [ABSTRACT FROM AUTHOR]
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- 2020
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6. Building a tool to overcome barriers in research-implementation spaces: The Conservation Evidence database.
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Sutherland, William J., Taylor, Nigel G., MacFarlane, Douglas, Amano, Tatsuya, Christie, Alec P., Dicks, Lynn V., Lemasson, Anaëlle J., Littlewood, Nick A., Martin, Philip A., Ockendon, Nancy, Petrovan, Silviu O., Robertson, Rebecca J., Rocha, Ricardo, Shackelford, Gorm E., Smith, Rebecca K., Tyler, Elizabeth H.M., and Wordley, Claire F.R.
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BIODIVERSITY conservation , *SCIENCE databases , *EVIDENCE , *DATABASES , *KNOWLEDGE transfer , *SPACE (Architecture) - Abstract
Conservation practitioners, policy-makers and researchers work within shared spaces with many shared goals. Improving the flow of information between conservation researchers, practitioners and policy-makers could lead to dramatic gains in the effectiveness of conservation practice. However, several barriers can hinder this transfer including lack of time, inaccessibility of evidence, the real or perceived irrelevance of scientific research to practical questions, and the politically motivated spread of disinformation. Conservation Evidence works to overcome these barriers by providing a freely-available database of summarized scientific evidence for the effects of conservation interventions on biodiversity. The methods used to build this database – a combination of discipline-wide literature searching and subject-wide evidence synthesis – have been developed over the last 15 years to address the challenges of synthesizing large volumes of evidence of varying quality and measured outcomes. Here, we describe the methods to enhance understanding of the database and how it should be used. We discuss how the database can help to expand multi-directional information transfers between research, practice and policy, which should improve the implementation of evidence-based conservation and, ultimately, achieve better outcomes for biodiversity. • Conservation effectiveness could be improved by integrating evidence and practice. • Evidence synthesis helps practitioners by collating multiple studies into reviews. • Conservation Evidence aims to review conservation actions for all taxa and habitats. • We describe the holistic search and synthesis methods used to build the database. • The database could help overcome barriers between research, practice and policy. [ABSTRACT FROM AUTHOR]
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- 2019
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