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Big data, small explanatory and predictive power: Lessons from random forest modeling of on-farm yield variability and implications for data-driven agronomy.

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Title: Big data, small explanatory and predictive power: Lessons from random forest modeling of on-farm yield variability and implications for data-driven agronomy.
Authors: Silva JV; Sustainable Agrifood Systems, CIMMYT, Harare, Zimbabwe.; Plant Production Systems, Wageningen University, Wageningen, the Netherlands., Heerwaarden JV; Plant Production Systems, Wageningen University, Wageningen, the Netherlands., Reidsma P; Plant Production Systems, Wageningen University, Wageningen, the Netherlands., Laborte AG; Sustainable Impact Department, IRRI, Los Baños, the Philippines., Tesfaye K; Sustainable Agrifood Systems, CIMMYT, Addis Ababa, Ethiopia., Ittersum MKV; Plant Production Systems, Wageningen University, Wageningen, the Netherlands.
Source: Field crops research [Field Crops Res] 2023 Oct 15; Vol. 302, pp. 109063.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Scientific Pub. Co Country of Publication: Netherlands NLM ID: 101147219 Publication Model: Print Cited Medium: Print ISSN: 0378-4290 (Print) Linking ISSN: 03784290 NLM ISO Abbreviation: Field Crops Res Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Big data, small explanatory and predictive power: Lessons from random forest modeling of on-farm yield variability and implications for data-driven agronomy.
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  Data: <searchLink fieldCode="AU" term="%22Silva+JV%22">Silva JV</searchLink>; Sustainable Agrifood Systems, CIMMYT, Harare, Zimbabwe.; Plant Production Systems, Wageningen University, Wageningen, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Heerwaarden+JV%22">Heerwaarden JV</searchLink>; Plant Production Systems, Wageningen University, Wageningen, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Reidsma+P%22">Reidsma P</searchLink>; Plant Production Systems, Wageningen University, Wageningen, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Laborte+AG%22">Laborte AG</searchLink>; Sustainable Impact Department, IRRI, Los Baños, the Philippines.<br /><searchLink fieldCode="AU" term="%22Tesfaye+K%22">Tesfaye K</searchLink>; Sustainable Agrifood Systems, CIMMYT, Addis Ababa, Ethiopia.<br /><searchLink fieldCode="AU" term="%22Ittersum+MKV%22">Ittersum MKV</searchLink>; Plant Production Systems, Wageningen University, Wageningen, the Netherlands.
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  Data: <searchLink fieldCode="JN" term="%22101147219%22">Field crops research</searchLink> [Field Crops Res] 2023 Oct 15; Vol. 302, pp. 109063.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Scientific+Pub%2E+Co%22">Elsevier Scientific Pub. Co </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>101147219 <i>Publication Model: </i>Print <i>Cited Medium: </i>Print <i>ISSN: </i>0378-4290 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203784290%22">03784290 </searchLink><i>NLM ISO Abbreviation: </i>Field Crops Res <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1016/j.fcr.2023.109063
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              Text: 2023 Oct 15
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