Computerised adaptive testing accurately predicts CLEFT-Q scores by selecting fewer, more patient-focused questions
Autor: | Marc C. Swan, Chris Sidey-Gibbons, Karen W. Y. Wong Riff, Anne F. Klassen, Maarten J. Ottenhof, Conrad J. Harrison, Daan Geerards, Andrea L. Pusic |
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Rok vydání: | 2018 |
Předmět: |
Adult
Male medicine.medical_specialty 020205 medical informatics Adolescent Cleft Lip 02 engineering and technology Prom 03 medical and health sciences Young Adult 0302 clinical medicine Predictive Value of Tests Surveys and Questionnaires Statistics 0202 electrical engineering electronic engineering information engineering Medicine Humans Computer Simulation Diagnosis Computer-Assisted Patient Reported Outcome Measures Set (psychology) Child business.industry Reproducibility of Results 030206 dentistry Degree (music) Outcome (probability) Surgery Cleft Palate Standard error Scale (social sciences) Patient-reported outcome Female Computerized adaptive testing business Algorithms |
Zdroj: | Journal of plastic, reconstructiveaesthetic surgery : JPRAS. 72(11) |
ISSN: | 1878-0539 |
Popis: | The International Consortium for Health Outcome Measurement (ICHOM) has recently agreed upon a core outcome set for the comprehensive appraisal of cleft care, which puts a greater emphasis on patient-reported outcome measures (PROMs) and, in particular, the CLEFT-Q. The CLEFT-Q comprises 12 scales with a total of 110 items, aimed to be answered by children as young as 8 years old.In this study, we aimed to use computerised adaptive testing (CAT) to reduce the number of items needed to predict results for each CLEFT-Q scale.We used an open-source CAT simulation package to run item responses over each of the full-length scales and its CAT counterpart at varying degrees of precision, estimated by standard error (SE). The mean number of items needed to achieve a given SE was recorded for each scale's CAT, and the correlations between results from the full-length scales and those predicted by the CAT versions were calculated.Using CATs for each of the 12 CLEFT-Q scales, we reduced the number of questions that participants needed to answer, that is, from 110 to a mean of 43.1 (range 34-60, SE 0.55) while maintaining a 97% correlation between scores obtained with CAT and full-length scales.CAT is likely to play a fundamental role in the uptake of PROMs into clinical practice given the high degree of accuracy achievable with substantially fewer items. |
Databáze: | OpenAIRE |
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