دورية أكاديمية

Framing the fallibility of Computer-Aided Detection aids cancer detection

التفاصيل البيبلوغرافية
العنوان: Framing the fallibility of Computer-Aided Detection aids cancer detection
المؤلفون: Melina A. Kunar, Derrick G. Watson
المصدر: Cognitive Research, Vol 8, Iss 1, Pp 1-17 (2023)
بيانات النشر: SpringerOpen, 2023.
سنة النشر: 2023
المجموعة: LCC:Consciousness. Cognition
مصطلحات موضوعية: Mammogram, Artificial Intelligence, Visual search, Computer-Aided Detection (CAD), Over-reliance, Framing, Consciousness. Cognition, BF309-499
الوصف: Abstract Computer-Aided Detection (CAD) has been proposed to help operators search for cancers in mammograms. Previous studies have found that although accurate CAD leads to an improvement in cancer detection, inaccurate CAD leads to an increase in both missed cancers and false alarms. This is known as the over-reliance effect. We investigated whether providing framing statements of CAD fallibility could keep the benefits of CAD while reducing over-reliance. In Experiment 1, participants were told about the benefits or costs of CAD, prior to the experiment. Experiment 2 was similar, except that participants were given a stronger warning and instruction set in relation to the costs of CAD. The results showed that although there was no effect of framing in Experiment 1, a stronger message in Experiment 2 led to a reduction in the over-reliance effect. A similar result was found in Experiment 3 where the target had a lower prevalence. The results show that although the presence of CAD can result in over-reliance on the technology, these effects can be mitigated by framing and instruction sets in relation to CAD fallibility.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2365-7464
العلاقة: https://doaj.org/toc/2365-7464Test
DOI: 10.1186/s41235-023-00485-y
الوصول الحر: https://doaj.org/article/fb8e5cf0dd454ec7ab3fba874eda8e7aTest
رقم الانضمام: edsdoj.fb8e5cf0dd454ec7ab3fba874eda8e7a
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:23657464
DOI:10.1186/s41235-023-00485-y