EVALUATING PATIENTS WITH CHEST PAIN USING CLASSIFICATION AND REGRESSION TREES

被引:24
作者
BUNTINX, F [1 ]
TRUYEN, J [1 ]
EMBRECHTS, P [1 ]
MOREEL, G [1 ]
PEETERS, R [1 ]
机构
[1] UNIV LIMBURG,FLEMISH INST GEN PRACTICE,6200 MD MAASTRICHT,NETHERLANDS
关键词
D O I
10.1093/fampra/9.2.149
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
We collected data on 320 patients complaining to their general practitioner of a new episode of chest pain, discomfort or oppression. Relationships were examined between initial signs and symptoms and a follow-up diagnosis after a period of 2 weeks to 2 months. The data were analysed with CART, a statistical decision theory software package. In our first run, the number of misclassifications by CART was 56%. After regrouping of the data and diagnostic categories, there were 37% misclassifications. The most discriminating variable turned out to be pain on palpation. When comparing each of five diagnostic groups to all others, we found a positive predictive value of 27% for gastrointestinal diseases, 72% for cardiovascular disorders, 69% for respiratory diseases, 58% for psychopathology and 73% for chest wall pathology. The CART methodology needs further investigation and testing before any clinical application will be possible in general practice.
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页码:149 / 153
页数:5
相关论文
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