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発芽速度論モデリング×生存時間解析×
分野農学研究統計
系統Process / pipelineProcess / pipeline
提唱年1970s–1990s (formalized thermal and hydrothermal time frameworks)1958
提唱者Multiple contributors (Hegarty 1973; Garcia-Huidobro et al. 1982; Bradford 1990)Edward L. Kaplan and Paul Meier
種類Quantitative modeling / biophysical analysisMethod
原典Bradford, K. J. (2002). Applications of hydrothermal time to quantifying and modeling seed germination and dormancy. Weed Science, 50(2), 248–260. DOI ↗Kaplan, E. L., & Meier, P. (1958). Nonparametric estimation from incomplete observations. Journal of the American Statistical Association, 53(282), 457–481. DOI ↗
別名seed germination modeling, thermal germination analysis, germination rate modeling, hydrothermal time modelingKaplan-Meier analysis, Cox regression, TTE analysis
関連13
概要Germination Kinetics Modeling is a quantitative method used in agronomy, seed science, and crop physiology to describe, predict, and compare the speed and uniformity of seed germination under varying environmental conditions. It draws on thermal time and hydrothermal time frameworks to link temperature, water potential, and time into biologically interpretable parameters, enabling researchers and agronomists to characterize seed lot quality and optimize planting conditions.Survival analysis is a collection of statistical methods for modeling time from a defined starting point until an event of interest occurs (disease, recovery, death, equipment failure). Kaplan and Meier's nonparametric estimator (1958) and David Cox's proportional hazards model (1972) jointly enabled analysis of censored data—individuals whose event times are unknown because they left the study or were still event-free at follow-up. Indispensable in oncology, cardiology, infectious disease research, engineering reliability, and any field where time-to-event matters.
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ScholarGate手法を比較: Germination Kinetics Modeling · Survival Analysis. 2026-06-18に以下より取得 https://scholargate.app/ja/compare