دانلود مقاله ISI انگلیسی شماره 151729
کد مقاله سال انتشار مقاله انگلیسی ترجمه فارسی تعداد کلمات
151729 2018 24 صفحه PDF سفارش دهید 6691 کلمه
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عنوان انگلیسی
Behind the scenes: A medical natural language processing project
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : International Journal of Medical Informatics, Volume 112, April 2018, Pages 68-73

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چکیده انگلیسی

Advancement of Artificial Intelligence (AI) capabilities in medicine can help address many pressing problems in healthcare. However, AI research endeavors in healthcare may not be clinically relevant, may have unrealistic expectations, or may not be explicit enough about their limitations. A diverse and well-functioning multidisciplinary team (MDT) can help identify appropriate and achievable AI research agendas in healthcare, and advance medical AI technologies by developing AI algorithms as well as addressing the shortage of appropriately labeled datasets for machine learning. In this paper, our team of engineers, clinicians and machine learning experts share their experience and lessons learned from their two-year-long collaboration on a natural language processing (NLP) research project. We highlight specific challenges encountered in cross-disciplinary teamwork, dataset creation for NLP research, and expectation setting for current medical AI technologies.

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