Psychological Science Can Improve Diagnostic Decisions

@article{Swets2000PsychologicalSC,
  title={Psychological Science Can Improve Diagnostic Decisions},
  author={John A. Swets and Robyn M. Dawes and John Monahan},
  journal={Psychological Science in the Public Interest},
  year={2000},
  volume={1},
  pages={1 - 26}
}
John A. Swets, Robyn M. Dawes, and John Monahan BBN Technologies (emeritus), Cambridge, Massachusetts; Radiology Department, Brigham and Women’s Hospital, and Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts, Department of Social and Decision Sciences, Carnegie Mellon University, Pittsburgh, Pennsylvania, and School of Law, University of Virginia, Charlottesville, Virginia 
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References

SHOWING 1-10 OF 113 REFERENCES
Clinical versus actuarial judgment.
TLDR
Research comparing these two approaches to decision-making shows the actuarial method to be superior, factors underlying the greater accuracy of actuarial methods, sources of resistance to the scientific findings, and the benefits of increased reliance on actuarial approaches are discussed.
The science of choosing the right decision threshold in high-stakes diagnostics.
  • J. Swets
  • Computer Science
    The American psychologist
  • 1992
TLDR
It is suggested that use of the decision techniques could substantially benefit individuals and society and asks how that use might be facilitated.
Signal Detection Theory and ROC Analysis in Psychology and Diagnostics: Collected Papers
TLDR
The Relative Operating Characteristic in Psychology is studied as a form of Empirical ROCs in Discrimination and Diagnostic Tasks and Applications in Various Diagnostic Fields.
Comparative efficiency of informal (subjective, impressionistic) and formal (mechanical, algorithmic) prediction procedures: The clinical–statistical controversy.
Given a data set about an individual or a group (e.g., interviewer ratings, life history or demographic facts, test results, self-descriptions), there are two modes of data combination for a
The accuracy of predictions of violence to others.
TLDR
The level of patient violence reported using self-reports and collateral reports was higher than has been obtained using other methods, and clinical judgment adds to predictive accuracy, but overall accuracy was modest and particularly low for female patients.
Psychopathy and recidivism: A review
Psychopathy is defined by a constellation of interpersonal, affective and behavioural characteristics that should, in principle, be strongly related to risk for recidivism and violence. We reviewed
Violent recidivism: assessing predictive validity.
Until very recently, there has been little evidence of the ability of either clinicians or actuarial instruments to predict violent behavior. Moreover, a confusing variety of measures have been
Applied Logistic Regression
TLDR
Applied Logistic Regression, Third Edition provides an easily accessible introduction to the logistic regression model and highlights the power of this model by examining the relationship between a dichotomous outcome and a set of covariables.
Violent Recidivism of Mentally Disordered Offenders
Multivariate techniques were used to derive and validate an actuarial instrument for the prediction of violent postrelease offenses by mentally disordered offenders. The 618 subjects were a
Assessing the risk of violence in released mental patients: a cross-validation study
TLDR
A statistical scale to assess the probability of violence in released mental patients was developed and cross-validated and used to predict subsequent violent arrests or readmissions during a 1-year follow-up period with multiple regression.
...
...