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Skip search results from other journals and go to results- 1 JMIR AI
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Specifically, 5 of the authors of this review (LW, ZW, CN, QS, and YL) participated in paper screening and summarization under the supervision of the corresponding author, ZY. A screening protocol was created collectively after the team jointly reviewed 50 randomly selected papers. Each unreviewed paper was then screened by not fewer than 2 authors based on the protocol.
J Med Internet Res 2024;26:e22769
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Given the critical use case for Deep Covid, we decided to use an extractive summarization model [39,40]. In the following sections, we describe how we built 2 sets of extractive summarization labels to fine-tune Deep Covid.
Unlike the classification model, the summarization model operates on a manageable volume of news articles. Therefore, we decided to collect human annotations.
JMIR AI 2024;3:e55059
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Faculty also reported a savings of 8 hours of preparation per biannual CCC meeting, due to the residency system’s aggregation and summarization of resident data in one place.
The authors recognize the limitation that not every institution and residency program will have an informatics division that can replicate the programming required to automate such a residency education management system.
JMIR Form Res 2024;8:e53314
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Patient Information Summarization in Clinical Settings: Scoping Review
The latter reviews, although exhaustive in their specific scope, do not permit the identification of state-of-the-art summarization methods for HCPs. For example, it is difficult to state the current state of research for the management of uncertainty and time in clinical summarization. Moreover, they did not provide any informed guidelines for clinical summarization.
JMIR Med Inform 2023;11:e44639
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Reference 26: Summarization—compressing data into an informative representationsummarization
JMIR Public Health Surveill 2020;6(3):e12842
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