使用Stata进行ROC曲线分析实例分析
roctab mods pre,g
. roccomp mods pre ldh cr abl,g
. roccomp mods pre ldh cr abl
ROC -Asymptotic Normal–
Obs Area Std. Err. [95% Conf. Interval]
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pre 113 0.9273 0.0268 0.87485 0.97977
ldh 113 0.9034 0.0285 0.84752 0.95921
cr 113 0.7998 0.0633 0.67580 0.92378
abl 113 0.1483 0.0444 0.06136 0.23528
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Ho: area(pre) = area(ldh) = area(cr) = area(abl)
chi2(3) = 189.39 Prob>chi2 = 0.0000
. rocgold mods pre ldh cr abl
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ROC Bonferroni
Area Std. Err. chi2 df Pr>chi2 Pr>chi2
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pre (standard) 0.9273 0.0268
ldh 0.9034 0.0285 0.6873 1 0.4071 1.0000
cr 0.7998 0.0633 4.9712 1 0.0258 0.0773
abl 0.1483 0.0444 135.4836 1 0.0000 0.0000
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. roctab mods pre,d
Detailed report of sensitivity and specificity
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Correctly
Cutpoint Sensitivity Specificity Classified LR+ LR-
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( >= .00382 ) 100.00% 0.00% 24.78% 1.0000
( >= .0053 ) 100.00% 1.18% 25.66% 1.0119 0.0000
( >= .00681 ) 100.00% 2.35% 26.55% 1.0241 0.0000
( >= .00703 ) 100.00% 3.53% 27.43% 1.0366 0.0000
( >= .00819 ) 100.00% 4.71% 28.32% 1.0494 0.0000
( >= .0102 ) 100.00% 5.88% 29.20%