Tıp Eğitimi Dünyası, cilt.22, sa.66, ss.72-90, 2023 (Hakemli Dergi)
Aim: Writing high-quality items (questions) is a resource-intensive task. Particularly, the development of one context-rich multiple-choice question (MCQ) for assessing higher-order cognitive skills may cost hours of medical teachers. The aim of this study was to find out whether it is possible the use of Automatic Item Generation (AIG) in Turkish to generate case-based MCQs that assess clinical reasoning skills.
Methods: By following the template-based AIG method developed by Gierl et al., MCQs on hypertension were generated with the help of software after the development of a cognitive model and an item model. The cognitive model and the item model was developed by a medical doctor and a cardiologist by considering Turkish Hypertension Consensus Report. The software was built as a Python-based code intended for single use without a user interface. The items were recorded in a MySQL database. Of these questions, 10 questions were randomly chosen to be reviewed by three subject matter experts (cardiologists). The evaluation was based on the quality of the questions and whether the questions assess higher-order skills such as clinical reasoning rather than factual recall.
Results: In 1.73 seconds, 1600 MCQs on hypertension were generated. Although there were some minor revision suggestions in a few questions, each question was stated by all cardiologists as an acceptable item. The cardiologists also stated that the questions assess clinical reasoning skills rather than factual recall.
Conclusions: This study demonstrated for the first time that AIG for
assessing clinical reasoning skills in the context of medical education
in Turkish is possible. This method of augmented intelligence to
generate items can be used in Turkish as it has been used in other five
languages. The use of this method could bring about more questions to
assess clinical reasoning skills. It may also lead medical teachers to
spend less amount of time and effort compared to traditional item
writing.