Eliciting expert opinion for economic models: an applied example.

OBJECTIVES Expert opinion is considered as a legitimate source of information for decision-analytic modeling where required data are unavailable. Our objective was to develop a practical computer-based tool for eliciting expert opinion about the shape of the uncertainty distribution around individual model parameters. METHODS We first developed a prepilot survey with departmental colleagues to test a number of alternative approaches to eliciting opinions on the shape of the uncertainty distribution around individual parameters. This information was used to develop a survey instrument for an applied clinical example. This involved eliciting opinions from experts to inform a number of parameters involving Bernoulli processes in an economic model evaluating DNA testing for families with a genetic disease, hypertrophic cardiomyopathy. The experts were cardiologists, clinical geneticists, and laboratory scientists working with cardiomyopathy patient populations and DNA testing. RESULTS Our initial prepilot work suggested that the more complex elicitation techniques advocated in the literature were difficult to use in practice. In contrast, our approach achieved a reasonable response rate (50%), provided logical answers, and was generally rated as easy to use by respondents. The computer software user interface permitted graphical feedback throughout the elicitation process. The distributions obtained were incorporated into the model, enabling the use of probabilistic sensitivity analysis. CONCLUSION There is clearly a gap in the literature between theoretical elicitation techniques and tools that can be used in applied decision-analytic models. The results of this methodological study are potentially valuable for other decision analysts deriving expert opinion.

[1]  R. Cooke,et al.  Procedures Guide for Structural Expert Judgement in Accident Consequence Modelling , 2000 .

[2]  H. J. van der Fels-Klerx,et al.  A Structured Expert Judgment Study for a Model of Campylobacter Transmission During Broiler‐Chicken Processing , 2005, Risk analysis : an official publication of the Society for Risk Analysis.

[3]  Brian D. Ripley,et al.  Modern Applied Statistics with S Fourth edition , 2002 .

[4]  Anthony O'Hagan,et al.  Eliciting expert beliefs in substantial practical applications , 1998 .

[5]  Christian Genest,et al.  Combining Probability Distributions: A Critique and an Annotated Bibliography , 1986 .

[6]  A H Briggs,et al.  Handling uncertainty when performing economic evaluation of healthcare interventions. , 1999, Health technology assessment.

[7]  Robert L. Winkler,et al.  Combining Probability Distributions From Experts in Risk Analysis , 1999 .

[8]  David V. Budescu,et al.  Encoding subjective probabilities: A psychological and psychometric review , 1983 .

[9]  R. L. Winkler The Assessment of Prior Distributions in Bayesian Analysis , 1967 .

[10]  E. Behr,et al.  Hypertrophic cardiomyopathy: management, risk stratification, and prevention of sudden death , 2002, Heart.

[11]  Thomas A. Louis,et al.  Graphical Elicitation of a Prior Distribution for a Clinical Trial , 1993 .

[12]  A. Tversky,et al.  On the Reconciliation of Probability Assessments , 1979 .

[13]  Anthony O'Hagan,et al.  Quantifying expert opinion in the UK water industry: an experimental study , 2000 .

[14]  James H Vincent,et al.  Expert judgment and occupational hygiene: application to aerosol speciation in the nickel primary production industry. , 2003, The Annals of occupational hygiene.

[15]  S. Plous The psychology of judgment and decision making , 1994 .

[16]  A. O'Hagan,et al.  Statistical Methods for Eliciting Probability Distributions , 2005 .

[17]  J. Kadane,et al.  Experiences in elicitation , 1998 .

[18]  Jack B. Soll Intuitive Theories of Information: Beliefs about the Value of Redundancy , 1999, Cognitive Psychology.

[19]  M. Drummond,et al.  Health Care Technology: Effectiveness, Efficiency and Public Policy@@@Methods for the Economic Evaluation of Health Care Programmes , 1988 .

[20]  Gary L Hoffman,et al.  Newborn screening with tandem mass spectrometry: examining its cost-effectiveness in the Wisconsin Newborn Screening Panel. , 2002, The Journal of pediatrics.

[21]  Grazyna Adamiak,et al.  Methods for the economic evaluation of health care programmes, 3rd ed , 2006 .

[22]  Robert L. Winkler,et al.  Multiple Experts vs. Multiple Methods: Combining Correlation Assessments , 2004, Decis. Anal..

[23]  M. Stone The Opinion Pool , 1961 .

[24]  R. Cooke Experts in Uncertainty: Opinion and Subjective Probability in Science , 1991 .

[25]  Keith Abrams,et al.  Use of evidence in decision models: an appraisal of health technology assessments in the UK since 1997 , 2005, Journal of health services research & policy.

[26]  M Sculpher,et al.  Review of guidelines for good practice in decision-analytic modelling in health technology assessment. , 2004, Health technology assessment.