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description Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2021 United Kingdom, Norway, NorwayPublisher:Informa UK Limited Funded by:UKRI | Science and Solutions for...UKRI| Science and Solutions for a Changing Planet (SSCP) DTPIlan Kelman; Ilan Kelman; Gina E C Charnley; Kris A. Murray; Kris A. Murray;Africa has historically seen several periods of prolonged and extreme droughts across the continent, causing food insecurity, exacerbating social inequity and frequent mortality. A known consequence of droughts and their associated risk factors are infectious disease outbreaks, which are worsened by malnutrition, poor access to water, sanitation and hygiene and population displacement. Cholera is a potential causative agent of such outbreaks. Africa has the highest global cholera burden, several drought-prone regions and high levels of inequity. Despite this, research on cholera and drought in Africa is lacking. Here, we review available research on drought-related cholera outbreaks in Africa and identify a variety of potential mechanisms through which these outbreaks occurred, including poor access to water, marginalization of refugees and nomadic populations, expansion of informal urban settlements and demographic risks. Future climate change may alter precipitation, temperature and drought patterns, resulting in more extremes, although these changes are likely to be spatially heterogeneous. Despite high uncertainty in future drought projections, increases in drought frequency and/or durations have the potential to alter these related outbreaks into the future, potentially increasing cholera burden in the absence of countermeasures (e.g. improved sanitation infrastructure). To enable effective planning for a potentially more drought-prone Africa, inequity must be addressed, research on the health implications of drought should be enhanced, and better drought diplomacy is required to improve drought resilience under climate change.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92130Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1080/20477724.2021.1981716&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen hybrid 42 citations 42 popularity Top 10% influence Top 10% impulse Top 1% Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92130Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1080/20477724.2021.1981716&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal , Research , Report 2021 United Kingdom, Norway, NorwayPublisher:Cold Spring Harbor Laboratory Funded by:UKRI | Science and Solutions for...UKRI| Science and Solutions for a Changing Planet (SSCP) DTPIlan Kelman; Ilan Kelman; Nathan Green; Kris A. Murray; Kris A. Murray; Gina E C Charnley; Wes Hinsley; Katy A. M. Gaythorpe;doi: 10.1101/2021.07.16.21260629 , 10.1186/s12879-021-06856-4 , 10.60692/5mkza-8zh70 , 10.60692/1qtfx-n1949
pmid: 34809609
pmc: PMC8609751
handle: 11250/2835695 , 10044/1/92875 , 10044/1/92687
doi: 10.1101/2021.07.16.21260629 , 10.1186/s12879-021-06856-4 , 10.60692/5mkza-8zh70 , 10.60692/1qtfx-n1949
pmid: 34809609
pmc: PMC8609751
handle: 11250/2835695 , 10044/1/92875 , 10044/1/92687
AbstractBackgroundTemperature and precipitation are known to affectVibrio choleraeoutbreaks. Despite this, the impact of drought on outbreaks has been largely understudied. Africa is both drought and cholera prone and more research is needed in Africa to understand cholera dynamics in relation to drought.MethodsHere, we analyse a range of environmental and socioeconomic covariates and fit generalised linear models to publicly available national data, to test for associations with several indices of drought and make cholera outbreak projections to 2070 under three scenarios of global change, reflecting varying trajectories of CO2emissions, socio-economic development, and population growth.ResultsThe best-fit model implies that drought is a significant risk factor for African cholera outbreaks, alongside positive effects of population, temperature and poverty and a negative effect of freshwater withdrawal. The projections show that following stringent emissions pathways and expanding sustainable development may reduce cholera outbreak occurrence in Africa, although these changes were spatially heterogeneous.ConclusionsDespite an effect of drought in explaining recent cholera outbreaks, future projections highlighted the potential for sustainable development gains to offset drought-related impacts on cholera risk. Future work should build on this research investigating the impacts of drought on cholera on a finer spatial scale and potential non-linear relationships, especially in high-burden countries which saw little cholera change in the scenario analysis.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralReport . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92875Data sources: Bielefeld Academic Search Engine (BASE)Imperial College London: SpiralArticle . 2021Full-Text: http://hdl.handle.net/10044/1/92687Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021Data sources: Spiral - Imperial College Digital RepositorySpiral - Imperial College Digital RepositoryResearch . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2021.07.16.21260629&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu16 citations 16 popularity Top 10% influence Top 10% impulse Top 10% Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralReport . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92875Data sources: Bielefeld Academic Search Engine (BASE)Imperial College London: SpiralArticle . 2021Full-Text: http://hdl.handle.net/10044/1/92687Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021Data sources: Spiral - Imperial College Digital RepositorySpiral - Imperial College Digital RepositoryResearch . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2021.07.16.21260629&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type 2022 Norway, United Kingdom, NorwayPublisher:Cold Spring Harbor Laboratory Funded by:UKRI | MRC Centre for Global Inf..., UKRI | Science and Solutions for...UKRI| MRC Centre for Global Infectious Disease Analysis ,UKRI| Science and Solutions for a Changing Planet (SSCP) DTPGina E C Charnley; Sebastian Yennan; Chinwe Lucia Ochu; Ilan Kelman; Katy A. M. Gaythorpe; Kris A. Murray;doi: 10.1101/2022.03.21.22272693 , 10.1371/journal.pgph.0000869 , 10.60692/m1fje-kss90 , 10.60692/jmdfa-a3s84
pmid: 36962831
pmc: PMC10022205
handle: 11250/3068927 , 10044/1/101645
doi: 10.1101/2022.03.21.22272693 , 10.1371/journal.pgph.0000869 , 10.60692/m1fje-kss90 , 10.60692/jmdfa-a3s84
pmid: 36962831
pmc: PMC10022205
handle: 11250/3068927 , 10044/1/101645
AbstractNigeria currently reports the second highest number of cholera cases in Africa, with numerous socioeconomic and environmental risk factors. Less investigated are the role of extreme events, despite recent work showing their potential importance. To address this gap, we used a machine learning approach to understand the risks and thresholds for cholera outbreaks and extreme events, taking into consideration pre-existing vulnerabilities. We estimated time varying reproductive number (R) from cholera incidence in Nigeria and used a machine learning approach to evaluate its association with extreme events (conflict, flood, drought) and pre-existing vulnerabilities (poverty, sanitation, healthcare). We then created a traffic-light system for cholera outbreak risk, using three hypothetical traffic-light scenarios (Red, Amber and Green) and used this to predict R. The system highlighted potential extreme events and socioeconomic thresholds for outbreaks to occur. We found that reducing poverty and increasing access to sanitation lessened vulnerability to increased cholera risk caused by extreme events (monthly conflicts and the Palmers Drought Severity Index). The main limitation is the underreporting of cholera globally and the potential number of cholera cases missed in the data used here. Increasing access to sanitation and decreasing poverty reduced the impact of extreme events in terms of cholera outbreak risk. The results here therefore add further evidence of the need for sustainable development for disaster prevention and mitigation and to improve health and quality of life.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2022License: CC BYFull-Text: http://hdl.handle.net/10044/1/101645Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2022License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2022.03.21.22272693&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu6 citations 6 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2022License: CC BYFull-Text: http://hdl.handle.net/10044/1/101645Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2022License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2022.03.21.22272693&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu
description Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2021 United Kingdom, Norway, NorwayPublisher:Informa UK Limited Funded by:UKRI | Science and Solutions for...UKRI| Science and Solutions for a Changing Planet (SSCP) DTPIlan Kelman; Ilan Kelman; Gina E C Charnley; Kris A. Murray; Kris A. Murray;Africa has historically seen several periods of prolonged and extreme droughts across the continent, causing food insecurity, exacerbating social inequity and frequent mortality. A known consequence of droughts and their associated risk factors are infectious disease outbreaks, which are worsened by malnutrition, poor access to water, sanitation and hygiene and population displacement. Cholera is a potential causative agent of such outbreaks. Africa has the highest global cholera burden, several drought-prone regions and high levels of inequity. Despite this, research on cholera and drought in Africa is lacking. Here, we review available research on drought-related cholera outbreaks in Africa and identify a variety of potential mechanisms through which these outbreaks occurred, including poor access to water, marginalization of refugees and nomadic populations, expansion of informal urban settlements and demographic risks. Future climate change may alter precipitation, temperature and drought patterns, resulting in more extremes, although these changes are likely to be spatially heterogeneous. Despite high uncertainty in future drought projections, increases in drought frequency and/or durations have the potential to alter these related outbreaks into the future, potentially increasing cholera burden in the absence of countermeasures (e.g. improved sanitation infrastructure). To enable effective planning for a potentially more drought-prone Africa, inequity must be addressed, research on the health implications of drought should be enhanced, and better drought diplomacy is required to improve drought resilience under climate change.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92130Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1080/20477724.2021.1981716&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen hybrid 42 citations 42 popularity Top 10% influence Top 10% impulse Top 1% Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92130Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1080/20477724.2021.1981716&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal , Research , Report 2021 United Kingdom, Norway, NorwayPublisher:Cold Spring Harbor Laboratory Funded by:UKRI | Science and Solutions for...UKRI| Science and Solutions for a Changing Planet (SSCP) DTPIlan Kelman; Ilan Kelman; Nathan Green; Kris A. Murray; Kris A. Murray; Gina E C Charnley; Wes Hinsley; Katy A. M. Gaythorpe;doi: 10.1101/2021.07.16.21260629 , 10.1186/s12879-021-06856-4 , 10.60692/5mkza-8zh70 , 10.60692/1qtfx-n1949
pmid: 34809609
pmc: PMC8609751
handle: 11250/2835695 , 10044/1/92875 , 10044/1/92687
doi: 10.1101/2021.07.16.21260629 , 10.1186/s12879-021-06856-4 , 10.60692/5mkza-8zh70 , 10.60692/1qtfx-n1949
pmid: 34809609
pmc: PMC8609751
handle: 11250/2835695 , 10044/1/92875 , 10044/1/92687
AbstractBackgroundTemperature and precipitation are known to affectVibrio choleraeoutbreaks. Despite this, the impact of drought on outbreaks has been largely understudied. Africa is both drought and cholera prone and more research is needed in Africa to understand cholera dynamics in relation to drought.MethodsHere, we analyse a range of environmental and socioeconomic covariates and fit generalised linear models to publicly available national data, to test for associations with several indices of drought and make cholera outbreak projections to 2070 under three scenarios of global change, reflecting varying trajectories of CO2emissions, socio-economic development, and population growth.ResultsThe best-fit model implies that drought is a significant risk factor for African cholera outbreaks, alongside positive effects of population, temperature and poverty and a negative effect of freshwater withdrawal. The projections show that following stringent emissions pathways and expanding sustainable development may reduce cholera outbreak occurrence in Africa, although these changes were spatially heterogeneous.ConclusionsDespite an effect of drought in explaining recent cholera outbreaks, future projections highlighted the potential for sustainable development gains to offset drought-related impacts on cholera risk. Future work should build on this research investigating the impacts of drought on cholera on a finer spatial scale and potential non-linear relationships, especially in high-burden countries which saw little cholera change in the scenario analysis.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralReport . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92875Data sources: Bielefeld Academic Search Engine (BASE)Imperial College London: SpiralArticle . 2021Full-Text: http://hdl.handle.net/10044/1/92687Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021Data sources: Spiral - Imperial College Digital RepositorySpiral - Imperial College Digital RepositoryResearch . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2021.07.16.21260629&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu16 citations 16 popularity Top 10% influence Top 10% impulse Top 10% Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralReport . 2021License: CC BYFull-Text: http://hdl.handle.net/10044/1/92875Data sources: Bielefeld Academic Search Engine (BASE)Imperial College London: SpiralArticle . 2021Full-Text: http://hdl.handle.net/10044/1/92687Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2021Data sources: Spiral - Imperial College Digital RepositorySpiral - Imperial College Digital RepositoryResearch . 2021License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2021.07.16.21260629&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type 2022 Norway, United Kingdom, NorwayPublisher:Cold Spring Harbor Laboratory Funded by:UKRI | MRC Centre for Global Inf..., UKRI | Science and Solutions for...UKRI| MRC Centre for Global Infectious Disease Analysis ,UKRI| Science and Solutions for a Changing Planet (SSCP) DTPGina E C Charnley; Sebastian Yennan; Chinwe Lucia Ochu; Ilan Kelman; Katy A. M. Gaythorpe; Kris A. Murray;doi: 10.1101/2022.03.21.22272693 , 10.1371/journal.pgph.0000869 , 10.60692/m1fje-kss90 , 10.60692/jmdfa-a3s84
pmid: 36962831
pmc: PMC10022205
handle: 11250/3068927 , 10044/1/101645
doi: 10.1101/2022.03.21.22272693 , 10.1371/journal.pgph.0000869 , 10.60692/m1fje-kss90 , 10.60692/jmdfa-a3s84
pmid: 36962831
pmc: PMC10022205
handle: 11250/3068927 , 10044/1/101645
AbstractNigeria currently reports the second highest number of cholera cases in Africa, with numerous socioeconomic and environmental risk factors. Less investigated are the role of extreme events, despite recent work showing their potential importance. To address this gap, we used a machine learning approach to understand the risks and thresholds for cholera outbreaks and extreme events, taking into consideration pre-existing vulnerabilities. We estimated time varying reproductive number (R) from cholera incidence in Nigeria and used a machine learning approach to evaluate its association with extreme events (conflict, flood, drought) and pre-existing vulnerabilities (poverty, sanitation, healthcare). We then created a traffic-light system for cholera outbreak risk, using three hypothetical traffic-light scenarios (Red, Amber and Green) and used this to predict R. The system highlighted potential extreme events and socioeconomic thresholds for outbreaks to occur. We found that reducing poverty and increasing access to sanitation lessened vulnerability to increased cholera risk caused by extreme events (monthly conflicts and the Palmers Drought Severity Index). The main limitation is the underreporting of cholera globally and the potential number of cholera cases missed in the data used here. Increasing access to sanitation and decreasing poverty reduced the impact of extreme events in terms of cholera outbreak risk. The results here therefore add further evidence of the need for sustainable development for disaster prevention and mitigation and to improve health and quality of life.
Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2022License: CC BYFull-Text: http://hdl.handle.net/10044/1/101645Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2022License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2022.03.21.22272693&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu6 citations 6 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Imperial College Lon... arrow_drop_down Imperial College London: SpiralArticle . 2022License: CC BYFull-Text: http://hdl.handle.net/10044/1/101645Data sources: Bielefeld Academic Search Engine (BASE)Spiral - Imperial College Digital RepositoryArticle . 2022License: CC BYData sources: Spiral - Imperial College Digital Repositoryadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1101/2022.03.21.22272693&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu