<mets:mets OBJID="eprint_43" LABEL="Eprints Item" xsi:schemaLocation="http://www.loc.gov/METS/ http://www.loc.gov/standards/mets/mets.xsd http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-3.xsd" xmlns:mets="http://www.loc.gov/METS/" xmlns:mods="http://www.loc.gov/mods/v3" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><mets:metsHdr CREATEDATE="2023-07-05T16:34:58Z"><mets:agent ROLE="CUSTODIAN" TYPE="ORGANIZATION"><mets:name>OAR@ICRISAT</mets:name></mets:agent></mets:metsHdr><mets:dmdSec ID="DMD_eprint_43_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:titleInfo><mods:title>Adding Value to Field-Based Agronomic&#13;
Research through Climate Risk Assessment:&#13;
A Case Study of Maize Production&#13;
in Kitale, Kenya&#13;
</mods:title></mods:titleInfo><mods:name type="personal"><mods:namePart type="given">P N</mods:namePart><mods:namePart type="family">Dixit</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">P J M</mods:namePart><mods:namePart type="family">Cooper</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">J</mods:namePart><mods:namePart type="family">Dimes</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">K P C</mods:namePart><mods:namePart type="family">Rao</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:abstract>In sub-Saharan Africa (SSA), rainfed agriculture is the dominant source of food production. Over the past&#13;
50 years much agronomic crop research has been undertaken, and the results of such work are used in&#13;
formulating recommendations for farmers. However, since rainfall is highly variable across seasons the&#13;
outcomes of such research will depend upon the rainfall characteristics of the seasons during which the&#13;
work was undertaken. A major constraint that is faced by such research is the length of time for which&#13;
studies could be continued, typically ranging between three and five years. This begs the question as to&#13;
what extent the research was able to ‘sample’ the natural longer-term season-to-season rainfall variability.&#13;
Without knowledge of the full implications of weather variability on the performance of innovations being&#13;
recommended, farmers cannot be properly advised about the possible weather-induced risks that they&#13;
may face over time. To overcome this constraint, crop growth simulation models such as the Agricultural&#13;
Production Systems Simulator (APSIM) can be used as an integral part of field-based agronomic studies.&#13;
When driven by long-term daily weather data (30+ years), such models can provide weather-induced risk&#13;
estimates for a wide range of crop, soil and water management innovations for the major rainfed crops of&#13;
SSA.Where access to long-term weather data is not possible, weather generators such as MarkSim can be&#13;
used. This study demonstrates the value of such tools in climate risk analyses and assesses the value of the&#13;
outputs in the context of a high potential maize production area in Kenya. MarkSim generated weather&#13;
data is shown to provide a satisfactory approximation of recorded weather data at hand, and the output of&#13;
50 years of APSIM simulations demonstrate maize yield responses to plant population, weed control and&#13;
nitrogen (N) fertilizer use that correspond well with results reported in the literature.Weather-induced risk&#13;
is shown to have important effects on the rates of return ($ per $ invested) to N-fertilizer use which, across&#13;
seasons and rates of N-application, ranged from 1.1 to 6.2. Similarly, rates of return to weed control and&#13;
to planting at contrasting populations were also affected by seasonal variations in weather, but were always&#13;
so high as to not constitute a risk for small-scale farmers. An analysis investigating the relative importance&#13;
of temperature, radiation and water availability in contributing to weather-induced risk at different maize&#13;
growth stages corresponded well with crop physiological studies reported in the literature.</mods:abstract><mods:classification authority="lcc">Maize</mods:classification><mods:classification authority="lcc">Climate Change</mods:classification><mods:originInfo><mods:dateIssued encoding="iso8061">2011</mods:dateIssued></mods:originInfo><mods:originInfo><mods:publisher>Cambridge University Press</mods:publisher></mods:originInfo><mods:genre>Article</mods:genre></mets:xmlData></mets:mdWrap></mets:dmdSec><mets:amdSec ID="TMD_eprint_43"><mets:rightsMD ID="rights_eprint_43_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:useAndReproduction>
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