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除草剂的使用对于美国玉米和大豆种植者采用保护性耕作的相对重要性。

The relative importance of herbicide use for conservation tillage adoption by U.S. corn and soybean producers.

机构信息

United States Department of Agriculture, Economic Research Service, Washington, DC, United States of America.

United States Department of Agriculture, Office of the Chief Economist, Washington, DC, United States of America.

出版信息

PLoS One. 2024 Nov 18;19(11):e0311960. doi: 10.1371/journal.pone.0311960. eCollection 2024.

Abstract

Herbicide use is widespread in agricultural production to control weeds prior to and after planting and to "burndown" weeds in the spring for conservation tillage. Whether conservation tillage adoption leads to higher herbicide usage has been a question of policy relevance for decades in the United States. Older U.S. studies using standard statistical and economic techniques have not consistently demonstrated higher herbicide usage levels among producers practicing conservation tillage, but these studies did not fully account for other practices, economic, or agronomic factors. To provide a more timely and comprehensive understanding of the importance of herbicides to conservation tillage, this study achieves two objectives with the most recent, nationally representative data from the US Department of Agriculture. First, it describes trends and compares conservation tillage and herbicide usage among field corn and soybean producers, similar to previous studies using standard economic techniques. Second, a Classification and Regression Tree (CART) model is employed-a novel methodology relative to previous studies that offers distinct advantages over traditional regression modeling-to evaluate the importance of herbicide use for conservation tillage adoption while accounting for other factors. Pairwise mean comparisons for field corn and soybeans indicated that herbicide usage pre-emergence was significantly higher with conservation tillage, but there was no consistent, significant differences in herbicide usage post-emergence. The CART analysis (with prediction accuracy ranging from 68-72%) also showed that pre-emergent use of glyphosate was the strongest predictor (with predicted probabilities from 0.83-0.86) of conservation tillage for field corn in 2016 and soybeans in 2018. Other factors such as the use of crop rotations, highly erodible land, region, and farm size were also strong predictors of conservation tillage. These findings highlight the importance and complexity of herbicide use in the adoption of conservation tillage for U.S. field corn and soybeans.

摘要

除草剂的使用在农业生产中非常普遍,用于在种植前后控制杂草,并在春季进行“烧毁”杂草以进行保护性耕作。在美国,几十年来,保护性耕作的采用是否会导致更高的除草剂使用量一直是政策关注的问题。使用标准统计和经济技术的美国早期研究并未一致表明,采用保护性耕作的生产者的除草剂使用水平更高,但这些研究并未充分考虑其他做法、经济或农业因素。为了更及时、更全面地了解除草剂对保护性耕作的重要性,本研究利用美国农业部最新的全国代表性数据实现了两个目标。首先,它描述了趋势,并比较了田间玉米和大豆生产者的保护性耕作和除草剂使用情况,这与之前使用标准经济技术的研究类似。其次,采用分类和回归树 (CART) 模型——一种相对于之前研究的新颖方法,相对于传统回归建模具有明显优势——来评估在考虑其他因素的情况下,除草剂使用对保护性耕作采用的重要性。田间玉米和大豆的成对均值比较表明,采用保护性耕作时,播前除草剂的使用明显更高,但播后除草剂的使用没有一致的显著差异。CART 分析(预测准确率在 68-72%之间)还表明,草甘膦的播前使用是 2016 年田间玉米和 2018 年大豆采用保护性耕作的最强预测因素(预测概率为 0.83-0.86)。其他因素,如轮作、高度易侵蚀土地、地区和农场规模,也是保护性耕作的强预测因素。这些发现强调了除草剂在采用美国田间玉米和大豆的保护性耕作中的重要性和复杂性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aac9/11573181/d316410a7ac7/pone.0311960.g001.jpg

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