Current Result Document :
ÇѱÛÁ¦¸ñ(Korean Title) |
Filtering Clinical BERT (FC-BERT): Áõ»ó°ú ¾à¹° ÀÌ»ó ¹ÝÀÀ ±¸ºÐÀ» À§ÇÑ ¾à¹° ÀÌ»ó ¹ÝÀÀ ŽÁö ¸ðµ¨ |
¿µ¹®Á¦¸ñ(English Title) |
Filtering Clinical BERT (FC-BERT): An ADR Detection Model for distinguishing symptoms from adverse drug reactions |
ÀúÀÚ(Author) |
ÀÌ俬
±èÇöÈñ
Chae-Yeon Lee
Hyon Hee Kim
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¿ø¹®¼ö·Ïó(Citation) |
VOL 29 NO. 01 PP. 0549 ~ 0552 (2022. 05) |
Çѱ۳»¿ë (Korean Abstract) |
ÃÖ±Ù ¼Ò¼È¹Ìµð¾î ¸®ºä µ¥ÀÌÅ͸¦ È°¿ëÇÑ ¾à¹° ÀÌ»ó ¹ÝÀÀ ŽÁö ¿¬±¸°¡ È°¹ßÈ÷ ÁøÇàµÇ°í ÀÖÁö¸¸, ¾à¹°À» º¹¿ëÇϱâ Àü Áõ»ó°ú ¾à¹° ÀÌ»ó ¹ÝÀÀÀ» ±¸ºÐÇÏÁö ¸øÇÑ´Ù´Â ÇÑ°è°¡ ÀÖ´Ù. º» ³í¹®¿¡¼´Â ¾à¹° ÀÌ»ó ¹ÝÀÀ ŽÁö¿¡¼ ¾à¹° º¹¿ë ÀüÀÇ Áõ»óÀ» ±¸ºÐÇÒ ¼ö ÀÖ´Â Filtering Clinical BERT(FC-BERT) ¸ðµ¨À» Á¦¾ÈÇÏ¿´´Ù. FC-BERT ´Â ¾à¹° º¹¿ë Àü Áõ»ó°ú ´Ù¸¥ ¾à¹°¿¡ ´ëÇÑ ºÎÀÛ¿ë Ç¥ÇöÀ» Á¦°ÅÇϱâ À§ÇØ ¾à¹°¸íÀÌ ³ª¿À±â Àü ¸ðµç ¹®ÀåÀ» Á¦°ÅÇÏ´Â ÇÊÅ͸µ°ú ¾à¹°-ºÎÀÛ¿ë ½ÖÀ» ÃßÃâÇÏ´Â ¸ðµ¨À» »ç¿ëÇß´Ù.¼º´É Æò°¡ ½ÇÇèÀ» À§ÇØ ¹®Àå¿¡ ´ëÇÑ ADE(Adverse Drug Event) ¿©ºÎ°¡ µé¾îÀÖ´Â ADE Corpus V2 µ¥ÀÌÅ͸¦ È°¿ëÇÏ¿´°í SPARK NLP ¶óÀ̺귯¸®¿¡¼ Á¦°øÇÏ´Â ADE Pipeline ¸ðµ¨°ú ºñ±³ÇÏ¿© ¼º´É Æò°¡¸¦ ½Ç½ÃÇÏ¿´´Ù. ½ÇÇè °á°ú ÇÊÅ͸µÀ» È°¿ëÇÑ FC-BERT ¸ðµ¨ÀÌ ±âÁ¸ ¸ðµ¨º¸´Ù Á¤È®µµ, Æò±Õ Á¤¹Ðµµ, Æò±Õ ÀçÇöÀ², Æò±Õ F1-score °¡ ¸ðµÎ ³ôÀº °á°ú¸¦ º¸¿©ÁÖ¾ú´Ù. º» ³í¹®¿¡¼ Á¦½ÃÇÑ ¸ðµ¨Àº ±âÁ¸ ¿¬±¸ÀÇ ÇÑ°èÁ¡À» º¸¿ÏÇÏ¿© º¸´Ù Á¤È®ÇÑ ¾à¹° ºÎÀÛ¿ë ½Ã±×³ÎÀ» ŽÁöÇϴµ¥ ±â¿©ÇÒ ¼ö ÀÖÀ» °ÍÀÌ´Ù. |
¿µ¹®³»¿ë (English Abstract) |
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Å°¿öµå(Keyword) |
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