植物数量病害流行病学的过去、现在和未来的思考。

IF 11.9 1区 农林科学 Q1 PLANT SCIENCES
Laurence V Madden
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引用次数: 0

摘要

现代植物疾病流行病学的诞生可以追溯到1963年,与第一次国际流行病学家聚会和范德普兰克里程碑式的论文《植物疾病:流行病与控制》的出版相一致。在过去的60年里,随着数学、统计学和计算方法的不断增加,该领域在许多方面都有了发展,尽管范德普兰克阐述的许多流行病学原理仍然有效。在定量流行病学中可以看到两个广泛的细分:(a)对疾病的时间、空间和时空动态进行理论和半经验建模;(b)通常使用经验模型,根据环境(和其他)数据实时预测或预测流行病(或疾病爆发,或控制干预措施的需要)。这两个分支学科的进步都与统计学和计算机硬件和软件领域的新发展以及机器学习和人工智能的进步联系在一起。本文对过去60多年来该领域的一些主要发展进行了反思。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reflections on the Past, Present, and Future of Quantitative Plant Disease Epidemiology.

The birth of modern plant disease epidemiology can be traced back to 1963, coinciding with the first international gathering of epidemiologists and the publication of Vanderplank's landmark treatise, Plant Diseases: Epidemics and Control. Over the past six decades, the field has evolved in numerous ways, with ever-increasing use of mathematics, statistics, and computational methods, although many of the epidemiological principles expounded by Vanderplank remain valid. Two broad subdivisions can be seen in quantitative epidemiology: (a) theoretical and semiempirical modeling of the temporal, spatial, and spatiotemporal dynamics of disease and (b) prediction or forecasting of epidemics (or disease outbreaks, or the need for control interventions) on a real-time basis based on environmental (and other) data, usually using empirical models. Progress in both subdisciplines has been tied to new developments in the field of statistics and computer hardware and software as well as to advances in machine learning and artificial intelligence. This article provides reflections on some of the major developments in the field over the past 60+ years.

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来源期刊
Annual review of phytopathology
Annual review of phytopathology 生物-植物科学
CiteScore
16.60
自引率
1.00%
发文量
19
期刊介绍: The Annual Review of Phytopathology, established in 1963, covers major advancements in plant pathology, including plant disease diagnosis, pathogens, host-pathogen Interactions, epidemiology and ecology, breeding for resistance and plant disease management, and includes a special section on the development of concepts. The journal is now open access through Annual Reviews' Subscribe to Open program, with articles published under a CC BY license.
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