Correcting for confounding in analyzing receiver operating characteristic curves

被引：16

作者：

Smith, PJ ^{[1
]}

Thompson, TJ ^{[1
]}

机构：

[1] CTR DIS CONTROL & PREVENT,DIV DIABET TRANSLAT K10,ATLANTA,GA 30341

来源：

BIOMETRICAL JOURNAL | 1996年 / 38卷 / 07期

关键词：

area under the curve; probability plot; screening; sensitivity; specificity; Weibull distribution;

D O I：

10.1002/bimj.4710380711

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

A method is described for modeling a receiver operating curve as a function of confounding covariates when the outcome of the screening test is a continuous variate. A parametric survival model is proposed for modeling the distribution of the screening test outcome as a function of true disease status and other confounding covariates. The sensitivity and specificity of the screening test at any ''cut-point'' along the range of the screening test outcome may be estimated easily from the estimated survival distribution. Confidence intervals and an estimate of the area under the curve are derived.

引用

页码：857 / 863

页数：7

共 50 条

[21] Accommodating covariates in receiver operating characteristic analysis [J].

Janes, Holly ;

Longton, Gary ;

Pepe, Margaret S. .

STATA JOURNAL, 2009, 9 (01) :17-39

[22] Two-graph receiver operating characteristic [J].

Reichenheim, Michael E. .

STATA JOURNAL, 2002, 2 (04) :351-357

[23] Receiver operating characteristic studies and measurement errors [J].

Coffin, M ;

Sukhatme, S .

BIOMETRICS, 1997, 53 (03) :823-837

[24] What's under the ROC? An introduction to receiver operating characteristics curves [J].

Streiner, David L. ;

Cairney, John .

CANADIAN JOURNAL OF PSYCHIATRY-REVUE CANADIENNE DE PSYCHIATRIE, 2007, 52 (02) :121-128

[25] Three approaches to regression analysis of receiver operating characteristic curves for continuous test results [J].

Pepe, MS .

BIOMETRICS, 1998, 54 (01) :124-135

[26] Prediction-Based Structured Variable Selection through the Receiver Operating Characteristic Curves [J].

Wang, Yuanjia ;

Chen, Huaihou ;

Li, Runze ;

Duan, Naihua ;

Lewis-Fernandez, Roberto .

BIOMETRICS, 2011, 67 (03) :896-905

[27] Sampling variability of nonparametric estimates of the areas under receiver operating characteristic curves: An update [J].

Hanley, JA ;

HajianTilaki, KO .

ACADEMIC RADIOLOGY, 1997, 4 (01) :49-58

[28] Receiver operating characteristic (ROC) curve for medical researchers [J].

Rajeev Kumar ;

Abhaya Indrayan .

Indian Pediatrics, 2011, 48 :277-287

[29] Receiver Operating Characteristic Curve in Diagnostic Test Assessment [J].

Mandrekar, Jayawant N. .

JOURNAL OF THORACIC ONCOLOGY, 2010, 5 (09) :1315-1316

[30] Receiver Operating Characteristic (ROC) Curve for Medical Researchers [J].

Kumar, Rajeev ;

Indrayan, Abhaya .

INDIAN PEDIATRICS, 2011, 48 (04) :277-287

← 1 2 3 4 5 →