An Overview of Methods to Elicit and Model Expert Clinical Judgment and Decision Making

In this article, I analyze a variety of procedures and techniques to elicit and model expert clinical judgment and decision making. I classify these procedures into two basic types-input-output analyses and process-tracing techniques. A number of criteria are offered to assess the strengths and limitations of each technique.

[1]  J. R. Doyle Supervised Learning in N-Tuple Neural Networks , 1990, Int. J. Man Mach. Stud..

[2]  J. Shanteau Psychological characteristics and strategies of expert decision makers , 1988 .

[3]  P. E. Johnson,et al.  Multimethod study of clinical judgment. , 1982, Organizational behavior and human performance.

[4]  David L. Post,et al.  Medical Problem Solving: An Analysis of Clinical Reasoning , 1979 .

[5]  John R. Schuerman Expert consulting systems in social welfare , 1987 .

[6]  Thomas R. Gruber Acquiring Strategic Knowledge from Experts , 1988, Int. J. Man Mach. Stud..

[7]  Allen Newell,et al.  Human Problem Solving. , 1973 .

[8]  R. Dawes,et al.  Linear models in decision making. , 1974 .

[9]  D. Loye Personality and prediction , 1980 .

[10]  H. Garb,et al.  Clinical judgment, clinical training, and professional experience. , 1989, Psychological bulletin.

[11]  John P. McDermott,et al.  Knowledge Acquisition for Evaluation Systems , 1988, Int. J. Man Mach. Stud..

[12]  Ingo Ruhmann,et al.  KRITON: A Knowledge-Acquisition Tool for Expert Systems , 1987, Int. J. Man Mach. Stud..

[13]  B. Kleinmuntz MMPI decision rules for the identification of college maladjustment: a digital computer approach. , 1963, Psychological monographs.

[14]  David Mazursky,et al.  When Feedback is Ignored: Disutility of Outcome Feedback , 1984 .

[15]  B. Kleinmuntz The scientific study of clinical judgment in psychology and medicine. , 1984 .

[16]  John T. Nosek,et al.  A Comparison of Formal Knowledge Representation Schemes as Communication Tools: Predicate Logic vs Semantic Network , 1990, Int. J. Man Mach. Stud..

[17]  Timothy D. Wilson,et al.  Telling more than we can know: Verbal reports on mental processes. , 1977 .

[18]  Robert R. Hoffman,et al.  The Problem of Extracting the Knowledge of Experts from the Perspective of Experimental Psychology , 1987, AI Mag..

[19]  G. Kelly The Psychology of Personal Constructs , 2020 .

[20]  D. Thomas King,et al.  Mind over Machine. , 1978 .

[21]  Ian H. Witten,et al.  Using concept learning for knowledge acquisition , 1990 .

[22]  Matjaz Gams,et al.  Learning from Examples - A Uniform View , 1990, Int. J. Man Mach. Stud..

[23]  H. Penny Nii,et al.  The Handbook of Artificial Intelligence , 1982 .

[24]  R. Hogarth,et al.  BEHAVIORAL DECISION THEORY: PROCESSES OF JUDGMENT AND CHOICE , 1981 .

[25]  T. R. Stewart Chapter 2 Judgment Analysis: Procedures , 1988 .

[26]  Modeling judgments and decisions in cases of alleged child abuse and neglect , 1993 .

[27]  K. A. Ericsson,et al.  Verbal reports as data. , 1980 .

[28]  Jeffrey E. Danes,et al.  Social Judgment Theory , 1984 .

[29]  John W. Payne,et al.  Task complexity and contingent processing in decision making: An information search and protocol analysis☆ , 1976 .

[30]  T. R. Stewart,et al.  Judgment Analysis: Procedures* , 2022 .

[31]  R. McLaren Knowledge acquisition by computer induction , 1985 .

[32]  John H. Boose,et al.  Heuristics for Expertise Transfer: An Implementation of a Dialog Manager for Knowledge Acquisition , 1987, Int. J. Man Mach. Stud..

[33]  P. Hoffman The paramorphic representation of clinical judgment. , 1960, Psychological bulletin.

[34]  Alen D. Shapiro,et al.  Structured induction in expert systems , 1987 .

[35]  John H. Boose,et al.  A Knowledge Acquisition Program for Expert Systems Based on Personal Construct Psychology , 1985, Int. J. Man Mach. Stud..

[36]  A. Carlisle Scott,et al.  Practical guide to knowledge acquisition , 1991 .

[37]  J. Schuerman,et al.  First Generation Expert Systems in Social Welfare , 1989 .

[38]  Avron Barr,et al.  The Handbook of Artificial Intelligence , 1982 .

[39]  L. R. Goldberg THE SEARCH FOR CONFIGURAL RELATIONSHIPS IN PERSONALITY ASSESSMENT: THE DIAGNOSIS OF PSYCHOSIS vs. NEUROSIS FROM THE MMPI. , 1969, Multivariate behavioral research.

[40]  Ian H. Witten,et al.  Using Concept Learning for Knowledge Acquisition , 1988, Int. J. Man Mach. Stud..

[41]  Jungduck Kim,et al.  A survey of knowledge acquisition techniques and their relevance to managerial problem domains , 1988, Decis. Support Syst..

[42]  H. Arkes,et al.  Impediments to accurate clinical judgment and possible ways to minimize their impact. , 1981, Journal of consulting and clinical psychology.

[43]  J. Payne,et al.  Exploring predecisional behavior: An alternative approach to decision research , 1978 .