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预测腹泻犊牛败血症的模型。

Model to predict septicemia in diarrheic calves.

作者信息

Lofstedt J, Dohoo I R, Duizer G

机构信息

Department of Health Management, Atlantic Veterinary College, University of Prince Edward Island, Charlottetown, Canada.

出版信息

J Vet Intern Med. 1999 Mar-Apr;13(2):81-8. doi: 10.1892/0891-6640(1999)013<0081:mtpsid>2.3.co;2.

Abstract

The difficulty in distinguishing between septicemic and nonsepticemic diarrheic calves prompted a study of variables to predict septicemia in diarrheic calves <28 days old that were presented to a referral institution. The prevalence of septicemia in the study population was 31%. Variables whose values were significantly different (P < .10) between septicemic and nonsepticemic diarrheic calves were selected using stepwise, forward, and backward logistic regression. Variables identified as potentially useful predictors were used in the final model-building process. Two final models were selected: 1 based on all possible types of predictors (laboratory model) and 1 based only on demographic data and physical examination results (clinical model). In the laboratory model, 5 variables retained significance: serum creatinine > 5.66 mg/dL (>500 micromol/L) (odds ratio [OR] = 8.63, P = .021), toxic changes in neutrophils > or = 2+ (OR = 2.88, P = .026), failure of passive transfer (OR = 2.72, P = .023), presence of focal infection (OR = 2.68. P = .024), and poor suckle reflex (OR = 4.10, P = .019). Four variables retained significance in the clinical model: age < 5 days (OR = 2.58, P = .006), presence of focal infection (OR = 2.45, P = .006), recumbency (OR = 2.98, P = .011), and absence of a suckling reflex (OR = 3.03, P = .031). The Hosmer-Lemeshow goodness-of-fit chi-square statistics for the laboratory and clinical models had P-values of .72 and .37, respectively, indicating that the models fit the observed data reasonably well. The laboratory model outperformed the clinical model by a small margin at a predictabilty cutoff of 0.5, however, the predictive abilities of the 2 models were quite similar. The low sensitivities (39% and 40%) of both models at a predicted probability cutoff of 0.5 meant many septicemic calves were not being detected by the models. The specificity of both models at a predicted probability cutoff of 0.5 was >90%, indicating that >90% of nonsepticemic calves would be predicted to be nonsepticemic by the 2 models. The positive and negative predictive values of the models were 66-82%, which indicated the proportion of cases for which a predictive result would be correct in a population with a prevalence of septicemia of 31%.

摘要

区分败血症性腹泻犊牛和非败血症性腹泻犊牛存在困难,这促使人们对一些变量进行研究,以预测转诊机构接收的28日龄以下腹泻犊牛是否患有败血症。研究人群中败血症的患病率为31%。使用逐步、向前和向后逻辑回归,选择败血症性腹泻犊牛和非败血症性腹泻犊牛之间值有显著差异(P < 0.10)的变量。在最终的模型构建过程中,使用被确定为潜在有用预测指标的变量。选择了两个最终模型:一个基于所有可能类型的预测指标(实验室模型),另一个仅基于人口统计学数据和体格检查结果(临床模型)。在实验室模型中,有5个变量具有显著意义:血清肌酐>5.66 mg/dL(>500 μmol/L)(优势比[OR]=8.63,P = 0.021)、中性粒细胞毒性变化≥2+(OR = 2.88,P = 0.026)、被动转移失败(OR = 2.72,P = 0.023)、存在局灶性感染(OR = 2.68,P = 0.024)以及吸吮反射差(OR = 4.10,P = 0.019)。在临床模型中,有4个变量具有显著意义:年龄<5天(OR = 2.58,P = 0.006)、存在局灶性感染(OR = 2.45,P = 0.006)、侧卧(OR = 2.98,P = 0.011)以及无吸吮反射(OR = 3..03,P = 0.031)。实验室模型和临床模型的Hosmer-Lemeshow拟合优度卡方统计量的P值分别为0.72和0.37,表明模型与观察数据拟合良好。在预测临界值为0.5时,实验室模型略优于临床模型,然而,这两个模型的预测能力非常相似。在预测概率临界值为0.5时,两个模型的敏感性都较低(分别为39%和40%),这意味着许多患有败血症的犊牛未被模型检测到。在预测概率临界值为0.5时,两个模型的特异性均>90%,这表明>90%的非败血症性腹泻犊牛将被这两个模型预测为非败血症性。模型的阳性和阴性预测值为66 - 82%,这表明在败血症患病率为31%的人群中,预测结果正确的病例比例。

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