Generalized likelihood ratios for quantitative diagnostic test scores

被引:13
作者
Tandberg, D
Deely, JJ
OMalley, AJ
机构
关键词
Bayes' theorem; computing; decision theory; diagnosis; Fourier series; Kernel estimation; likelihood; probability; statistics;
D O I
10.1016/S0735-6757(97)90189-3
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
The reduction of quantitative diagnostic test scores to the dichotomous case is a wasteful and unnecessary simplification in the era of highspeed computing. Physicians could make better use of the information embedded in quantitative test results ii modern generalized curve estimation techniques were applied to the likelihood functions of Bayes' theorem. Hand calculations could be completely avoided and computed graphical summaries provided instead. Graphs showing posttest probability of disease as a function of pretest probability with confidence intervals (POD plots) would enhance acceptance of these techniques if they were immediately available at the computer terminal when test results were retrieved. Such constructs would also provide immediate feedback to physicians when a valueless test had been ordered. Copyright (C) 1997 by W.B. Saunders Company.
引用
收藏
页码:694 / 699
页数:6
相关论文
共 45 条
[1]  
ALBERT A, 1982, CLIN CHEM, V28, P1113
[2]  
Albert D., 1988, REASONING MED INTRO
[3]  
[Anonymous], 1994, Kendall's Advanced Theory of Statistics, Distribution theory
[4]  
Armitage P., 1971, STAT METHODS MED RES
[5]   A MATHEMATICAL APPROACH TO MEDICAL DIAGNOSIS - APPLICATION TO POLYCYTHEMIC STATES UTILIZING CLINICAL FINDINGS WITH VALUES CONTINUOUSLY DISTRIBUTED [J].
BISHOP, CR ;
WARNER, HR .
COMPUTERS AND BIOMEDICAL RESEARCH, 1969, 2 (05) :486-&
[6]   CONTINUOUS TREES AND NEVADA SIMULATION - A QUADRATURE APPROACH TO MODELING CONTINUOUS RANDOM-VARIABLES IN DECISION-ANALYSIS [J].
BRYG, DJ .
MEDICAL DECISION MAKING, 1995, 15 (04) :318-332
[7]   ESTIMATING CONFIDENCE-INTERVALS OF LIKELIHOOD RATIOS [J].
CENTOR, RM .
MEDICAL DECISION MAKING, 1992, 12 (03) :229-233
[8]   SIGNAL DETECTABILITY - THE USE OF ROC CURVES AND THEIR ANALYSES [J].
CENTOR, RM .
MEDICAL DECISION MAKING, 1991, 11 (02) :102-106
[9]   THE LOGISTIC MODELING OF SENSITIVITY, SPECIFICITY, AND PREDICTIVE VALUE OF A DIAGNOSTIC-TEST - PRESENTATION [J].
COUGHLIN, SS ;
TROCK, B ;
CRIQUI, MH ;
PICKLE, LW ;
BROWNER, D ;
TEFFT, MC .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 1992, 45 (01) :1-7
[10]  
CUTLER P, 1985, PROBLEM SOLVING CLIN