logistic回归在疾病多指标联合诊断中的应用

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*3100059030410511.2260192.△E-mailstata70@sohu.comlogistic*秦正积1沈毅1△崔晓莉2肖静1何书1【】logisticROC。logisticROC。SASlogisticROCAlogisticBlogisticPROC。。CyCROCZ0.57460.77940.76190.79680.77460.74760.76510.75080.7508Z=0.5P0.45140.00040.00160.00050.00120.00710.00510.00570.0037AbeforeBbeforeZ0.74800.8381P<0.0001。BA。【】logisticROCROCreceiveroperatingcharacteristiccurve。ROC、———。。。logisticROC。logisticROCYnnxnjY=0j=12…nnnaxaiY=1i=12…namX=X1X2…Xm。X=PY=1|X1X2…Xmlogistic1lnP1-P=β0+β1X1+β2X2+…+βmXm。ROClogisticPPkPi≥PkYi=1Pi<PkYi=0。ROC。SASlogisticROCROC。AKI2、、、AKIAKI。“CCyCC”before、ICU6icu6、1~7onedaytwodaythreedayfourdayfivedaysixdaysevendayCyC。1.logisticROCSASCyClogistciROC3ROC。logisticROC0.5。1beforeS=0.5476P=0.4514。ROCS0.74~0.8。。2.ROC1logisticROCAKI。·611·201423111ROCszpLCIUCIbefore0.57460.75310.45140.38050.7688icu60.77943.54460.00040.62490.9338oneday0.76193.15240.00160.59910.9247twoday0.79683.50300.00050.63080.9629threeday0.77463.22840.00120.60790.9413fourday0.74762.69060.00710.56720.9280fiveday0.76512.79950.00510.57950.9507sixday0.75082.76580.00570.57310.9285sevenday0.75082.90040.00370.58130.9203*。。。logis-ticROCSAS。2beforebefore。2beforebefore。2logisticROC2ROCszpLCIUCIAbefore0.74808.1600<0.00010.68880.8082before0.72907.7872<0.00010.67160.7870Bbefore*0.435551.92673-1.945990.369980.50111before0.838104.46147<0.00010.689570.98662*。YCyClogisticROC2。2beforeBA0.091。be-forelogistic。SASlogisticROCROC。logisticPXXROC4。AlogisticP。BlogisticROC。。logistic-54。。logisticiROCB。01PROPROC6。1..22008205-206.2.MehtaRLPascualMTSorokoSetal.SpectrumofacuterenalfailureintheintensivecareunitthePICARDexperience.KidneyInt20046641613-1621.3..ROC19991604241-244.4..logisticROC24122-24.5.MetzCEHermanBAShenJH.Maximumlikelihoodestimationofre-ceiveroperatingcharacteristicROCcurvesfromcontinuouslydistribu-teddata.statistmed1998171033-1053.6..ROC200057-59.·711·ChineseJournalofHealthStatisticsFeb2014Vol.31No.1

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