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肉牛难产预测的判别分析。I. 与回归分析的比较。

Discriminant analysis for predicting dystocia in beef cattle. I. Comparison with regression analysis.

作者信息

Morrison D G, Humes P E, Keith N K, Godke R A

出版信息

J Anim Sci. 1985 Mar;60(3):608-16. doi: 10.2527/jas1985.603608x.

DOI:10.2527/jas1985.603608x
PMID:3988637
Abstract

Data from 131 calvings of Chianina crossbred cows (2 to 5 yr old) bred to Chianina bulls were used to compare stepwise multiple regression analysis (RA) and stepwise, two-group discriminant analysis (DA) for predicting dystocia. Variables (21) studied in relation to dystocia included both prebreeding and precalving cow and calf effects. Calving was categorized as either unassisted or assisted without regard to the severity of dystocia. During this study, 30 (22.9%) assisted births occurred. All variables were standardized to a mean of zero and a variance of one before statistical analyses. Models were developed based on precalving variables and with both precalving and postcalving variables with both RA and DA. Average discriminant scores (centroids) were different (P less than .01) between assisted and unassisted cows. Significant precalving DA variables were cow age and precalving pelvic height. This model correctly predicted 26 of 30 (86.7%) of the occurrences of dystocia. Significant precalving RA variables were prebreeding pelvic width and precalving pelvic height. The amount of variation accounted for by these two factors was 31.5%. Calf birth weight, calf chest depth, calf height, precalving pelvic area, cow age and precalving cow weight were selected by DA for use in the combined precalving and postcalving prediction model. Calf birth weight was 58% more important than either pelvic size or cow age. Percentage correctly classified with this model was 87.4. Significant postcalving variables selected by RA in order of importance were prebreeding pelvic width, calf birth weight and calf shoulder width (R2 = .399).(ABSTRACT TRUNCATED AT 250 WORDS)

摘要

利用131头与契安尼纳公牛配种的契安尼纳杂交母牛(2至5岁)的产犊数据,比较逐步多元回归分析(RA)和逐步两组判别分析(DA)预测难产的效果。研究的与难产相关的变量(21个)包括配种前和产犊前母牛及犊牛的影响因素。产犊分为顺产或助产,不考虑难产的严重程度。本研究期间,共发生30例(22.9%)助产分娩。所有变量在统计分析前均标准化为均值为零、方差为一。基于产犊前变量以及产犊前和产犊后变量分别建立了RA和DA模型。助产和顺产母牛的平均判别分数(质心)不同(P<0.01)。产犊前DA的显著变量为母牛年龄和产犊前骨盆高度。该模型正确预测了30例难产中的26例(86.7%)。产犊前RA的显著变量为配种前骨盆宽度和产犊前骨盆高度。这两个因素解释的变异量为31.5%。DA选择犊牛出生体重、犊牛胸深、犊牛身高、产犊前骨盆面积、母牛年龄和产犊前母牛体重用于产犊前和产犊后联合预测模型。犊牛出生体重比骨盆大小或母牛年龄重要58%。该模型的正确分类率为87.4%。RA按重要性顺序选择的产犊后显著变量为配种前骨盆宽度、犊牛出生体重和犊牛肩宽(R2 = 0.399)。(摘要截短至250字)

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