Publication | Closed Access
On the consistency of individual classification using short scales.
173
Citations
35
References
2007
Year
EngineeringMachine LearningClinical Decision-makingPsychometricsHealth PsychologyMental HealthPsychologySocial SciencesShort ScalesMedical Decision MakingClassification MethodData ScienceData MiningPattern RecognitionClinical PsychologyPatient-reported OutcomePsychological EvaluationStatisticsAutomatic ClassificationPsychiatryKnowledge DiscoveryData ClassificationShort TestsHigh-stakes Decision MakingPsychopathologyTest Length
Short tests containing at most 15 items are used in clinical and health psychology, medicine, and psychiatry for making decisions about patients. Because short tests have large measurement error, the authors ask whether they are reliable enough for classifying patients into a treatment and a nontreatment group. For a given certainty level, proportions of correct classifications were computed for varying test length, cut-scores, item scoring, and choices of item parameters. Short tests were found to classify at most 50% of a group consistently. Results were much better for tests containing 20 or 40 items. Small differences were found between dichotomous and polytomous (5 ordered scores) items. It is recommended that short tests for high-stakes decision making be used in combination with other information so as to increase reliability and classification consistency.
| Year | Citations | |
|---|---|---|
Page 1
Page 1