ngµç×ÓÓÎÏ·

05

¿ÆÑÐÏ£Íû

ngµç×ÓÓÎÏ·Á¥ÊôµÚÒ»Ò½Ôº³¬Éùҽѧ¿ÆÐ»ÏþÑà½ÌÊÚ¡¢¡¢ ¡¢ÖÜ·ң¸±½ÌÊÚÍŶÓÁªºÏÅÌËã»úѧԺÍõÈðÐù¸±½ÌÊÚʹÓÃÈ˹¤ÖÇÄÜÕï¶Ïµ¨µÀ±ÕËøµÄÑо¿Ð§¹ûÔÚNature CommunicationsÉϽÒÏþ

¸å¼þȪԴ£ºÁ¥ÊôµÚÒ»Ò½Ôº ÔĶÁÁ¿£º

2021Äê2ÔÂ24ÈÕ£¬ngµç×ÓÓÎÏ·Á¥ÊôµÚÒ»Ò½Ôº³¬Éùҽѧ¿ÆÐ»ÏþÑà½ÌÊÚ¡¢¡¢ ¡¢ÖÜ·ң¸±½ÌÊÚÍŶÓÑо¿Ð§¹ûÔÚNature communicationsÔÓÖ¾ÉÏÒÔresearch articleÐÎʽ½ÒÏþÂÛÎÄ¡°Ensembled Deep Learning Model Outperforms Human Experts in Diagnosing Biliary Atresia from Sonographic Gallbladder Images¡±¡£¡£¡£¸ÃÂÛÎÄΪʹÓó¬Éùµ¨ÄÒͼÏñ¾ÙÐÐÈ˹¤ÖÇÄÜÕï¶Ï·­¿ªÁËÒ»ÉÈеĴ°»§¡£¡£¡£

µ¨µÀ±ÕËøÊÇÒ»ÖÖÒÔ¸ÎÄÚ¡¢¡¢ ¡¢Í⵨¹Ü¶à·¢½Ú¶ÎÐÔ±ÕÈûÎªÌØµãµÄÐÂÉú¶ùÖÂËÀÐԸε¨ÏµÍ³¼²²¡¡£¡£¡£È«ÌìÏ·¢²¡Âʸ÷²»Ïàͬ£¬Î÷Å·¹ú¼ÒµÄ·¢²¡ÂÊÔÚ1/13000-1/20000£¬ÎÒ¹úµÄ·¢²¡ÂÊԼΪ1/5000-1/10000¡£¡£¡£µ¨µÀ±ÕËøµÄ»¼¶ùÌåÏÖΪ³öÉúºó³ÖÐøÉíÄ¿»ÆÈ¾£¬²¢·ºÆðÅÅÌÕÍÁÑù´ó±ãºÍÉîÉ«Äò£¬°éѪÇ嵨ºìËØÅ¨¶È¾ÙÐÐÐÔÉÏÉý£¬×îÖÕ¿É¿ªÕ¹³É¸ÎÓ²»¯£¬µ¼Ö¸ι¦Ð§Ë¥½ß£¬ÊÇС¶ùÖÕÄ©ÆÚ¸Î²¡×î³£¼ûµÄÔ­Òò¡£¡£¡£Èç²»ÖÎÁÆ£¬»¼¶ù½«ÔÚ2ËêÄÚéæÃü¡£¡£¡£ÔÚÉúºóÁ½¸öÔÂÄÚ»ñµÃʵʱÕï¶Ï²¢½ÓÊܸÎÃų¦ÎǺÏÊõ£¨Ë׳ƸðÎ÷ÊÖÊõ£©£¬»Ö¸´µ¨Ö­ÒýÁ÷£¬ÊÇ»ñµÃÓÅÒìÔ¤ºóµÄÒªº¦¡£¡£¡£¿ÉÊÇ£¬µ¨µÀ±ÕËøÔçÆÚµÄÁÙ´²Ö¢×´¼°ÊµÑéÊÒ¼ì²é³£ÓëÓ¤¶ù¸ÎÑ××ÛºÏÕ÷µÈµ¨Ö­ÓÙ»ýÐԸβ¡¼²²¡ÌåÏÖÏàËÆ£¬ÅбðÄÑÌâ¡£¡£¡£³¬Éù¼ì²éʵʱʶ±ð»¼¶ùµÄÒì³£µ¨ÄÒÊÇÔçÆÚÕï¶Ïµ¨µÀ±ÕËøµÄÖ÷ÒªÊֶΡ£¡£¡£µ«×¼È·Åжϳ¬ÉùͼÏñÊÇ·ñÒì³£ÓÐÀµÓÚ¼ì²éÕßÂÄÀú£¬ÂÄÀúȱ·¦µÄÒ½ÉúÈÝÒ×±¬·¢ÎóÅС£¡£¡£µ¨µÀ±ÕËøÒ²Ïà¶ÔÓÐÊý£¬Ðí¶àϲ㳬ÉùÒ½Éú¶Ôµ¨ÄÒÐÎ̬Òì³£µÄÊìϤȱ·¦£¬Ôì³ÉÒ»²¿·Öµ¨µÀ±ÕËø»¼¶ùµÄ©Õ´Ó¶ø´íʧÁ˸ðÎ÷ÊÖÊõµÄ×î¼Ñʱ»ú¡£¡£¡£

ΪÏàʶ¾öµ¨µÀ±ÕËøÔÚϲãÒ½ÔºÔçÆÚÕï¶ÏµÄÄѵ㣬Á¥ÊôµÚһҽԺлÏþÑà½ÌÊÚ¡¢¡¢ ¡¢ÖÜ·ң¸±½ÌÊÚÍŶÓÁªºÏngµç×ÓÓÎÏ·ÅÌËã»úѧԺÍõÈðÐù¸±½ÌÊÚÍŶÓ£¬´Óº£ÄÚ¶à¼ÒÒ½ÔºÍøÂçÁËÊýǧÕŵ¨ÄÒ³¬ÉùͼÏñ£¬½ÓÄɼ¯³ÉÉî¶ÈѧϰҪÁìѵÁ·ºÍÒ»¸öÖÇÄÜÕï¶ÏÄ£×Ó£¬¸ÃÄ£×ÓÔÚÄÚ²¿ÑéÖ¤Êý¾Ý¼¯µÄÃô¸ÐÐÔºÍÌØÒìÐÔ»®·ÖΪ93.3%ºÍ85.2%¡£¡£¡£ÔÚÍⲿÊý¾ÝÑéÖ¤½×¶Î£¬¼¯³ÉÖÇÄÜÕï¶ÏÄ£×ÓµÄÃô¸ÐÐÔºÍÌØÒìÐÔÈÔÈ»¸ß´ï93.1%ºÍ93.9%£¬ÓâÔ½ÓµÓÐ10ÄêÒÔÉ϶ù¿Æ³¬ÉùÂÄÀúµÄר¼ÒµÄÕï¶Ïˮƽ¡£¡£¡£

Ñо¿Ð§¹û»¹·¢Ã÷£¬ÁªºÏÖÇÄÜÕï¶ÏÄ£×ÓºÍר¼Ò£¬¿ÉÒÔʹÕï¶ÏµÄ׼ȷÂʽøÒ»²½Ìá¸ß¡£¡£¡£ÎªÁ˽øÒ»²½Ñé֤ģ×ÓµÄÍâÑÓÐÔºÍÎȹÌÐÔ£¬ÍŶӻ¹¶ÔÄ£×Ó¾ÙÐÐÁ˵¨ÄÒ¶¯Ì¬ÊÓÆµºÍÊÖ»úÅĵĵ¨ÄÒÕÕÆ¬µÄÑéÖ¤¡£¡£¡£Ð§¹ûÏÔʾ£¬ÖÇÄÜÕï¶ÏÄ£×ÓÈÔÈ»Äܹ»»ñµÃ½Ï¸ßµÄ׼ȷÂÊ¡£¡£¡£»£»ùÓÚÕâЩЧ¹û£¬ÍŶӽ«ÖÇÄÜÕï¶ÏÄ£×Ó¿ª·¢³ÉÒ»¿î΢ÐÅС³ÌÐò£¨ÒÑ»ñÈí¼þÖø×÷ȨÊÚȨ£¬Î¢ÐÅËÑË÷¡°Ó¤¶ùµ¨±Õ³¬ÉùÖÇÄÜʶ±ð¡±¿ÉÒÔ·­¿ª£©£¬²¢¶ÔÆäÕï¶Ï¼ÛÖµ¾ÙÐÐÁËÆðÔ´µÄÑéÖ¤£¨Í¼£©¡£¡£¡£×îºó£¬ÔÚÀ༤»îÓ³ÉäÆÊÎöÖУ¬ÈÈͼÏÔʾ£¬ÖÇÄÜÕï¶ÏÄ£×Óȷʵ¹Ø×¢µ½µ¨ÄÒÂÖÀª£¬ËµÃ÷Ä£×ÓÖ÷ÒªÒÀÀµµ¨ÄÒÐÎ̬¾ÙÐÐÕï¶Ï¡£¡£¡£

Ê×Ò³|ngµç×ÓÓÎÏ·Öйú¼¯ÍŹٷ½ÍøÕ¾

ͼ£ºÄ£×ÓѵÁ·Àú³ÌʾÒâͼ

Ê×Ò³|ngµç×ÓÓÎÏ·Öйú¼¯ÍŹٷ½ÍøÕ¾

ÂÛÎÄÖеÄ΢ÐÅС³ÌÐòÒÑÔÚ΢ÐÅÆ½Ì¨ÉÏ¿ª·Å¡£¡£¡£ÔÚʹÓÃʱ£¬Ï²㳬ÉùÒ½ÉúÖ»ÐèҪƾ֤ҪÇó£¬Ê¹ÓÃһ̨¿ÉÒÔÕÕÏಢÅþÁ¬ÍøÂçµÄÖÇÄÜÊÖ»ú£¬·­¿ªÐ¡³ÌÐò¶Ô³¬Éùµ¨ÄÒͼÏñ¾ÙÐÐÅÄÉã²¢ÉÏ´«ÕÕÆ¬£¬±ã¿É»ñµÃר¼Ò¼¶±ðµÄÕï¶Ï£¬Õâ×èÖ¹ÁË´Ó³¬Éù»úеÉÏ¿½±´Í¼Æ¬ÔÙÉÏ´«ÖÁÔÚÏßÈí¼þÉÏ»ñµÃÕï¶ÏÌáÐѵķ±Ëö·½·¨£¬´ó´óÌá¸ßÁËÊÂÇéЧÂÊ¡£¡£¡£¼´±ã¹ØÓÚÂÄÀú¸»ºñµÄÒ½Éú£¬Õâ¸öÖÇÄÜÕï¶ÏÄ£×ÓÒ²×ÊÖúÌá¸ßÕï¶ÏµÄ׼ȷÂÊ¡£¡£¡£Òò´Ë£¬¸ÃÖÇÄÜÕï¶ÏÄ£×Ó¾ßÓкÜÊÇÁÉÀ«µÄÓ¦ÓÃÔ¶¾°¡£¡£¡£

ÂÛÎÄÅäºÏµÚÒ»×÷ÕßÊÇÁ¥ÊôµÚÒ»Ò½Ôº2020¼¶²©Ê¿ÉúÖÜÎÄÓ±£¬ngµç×ÓÓÎÏ·ÅÌËã»úѧԺ2018¼¶Ë¶Ê¿ÉúÑîÑ»ªÖпƼ¼´óѧÁ¥ÊôЭºÍÒ½Ôº³¬ÉùÓ°Ïñ¿ÆÓàîñҽʦ£¬ËÄ´¨´óѧ»ªÎ÷Ò½Ôº³¬Éùҽѧ¿ÆÁõ¾ÕÏɽÌÊÚ£¬ÅäºÏͨѶ×÷ÕßΪÁ¥ÊôµÚһҽԺлÏþÑà½ÌÊÚ¡¢¡¢ ¡¢ÖÜ·ң¸±½ÌÊÚ¼°ngµç×ÓÓÎÏ·ÅÌËã»úѧԺÍõÈðÐù¸±½ÌÊÚ¡£¡£¡£ÂÛÎĵÄÏàÖúµ¥Î»»¹°üÀ¨£ººþÄÏÊ¡¶ùͯҽԺ³¬Éù¿Æ£»£»¸£½¨Ê¡¸¾Ó×±£½¡Ôº³¬Éù¿Æ£»£»¹ã¶«Ê¡¸¾Ó×±£½¡Ôº³¬Éù¿Æ£»£»ÄÏ·½Ò½¿Æ´óѧÁ¥ÊôºÎÏͼÍÄîÒ½Ôº³¬Éù¿Æ£»£»·ðɽÊеÚÒ»ÈËÃñÒ½Ôº³¬Éù¿Æ£»£»ÖйúÒ½¿Æ´óѧÁ¥ÊôÊ¢¾©Ò½Ôº³¬Éù¿Æ¡£¡£¡£Á¥ÊôµÚһҽԺС¶ùÍâ¿ÆÁõ¾û³Î½ÌÊÚÍŶÓ¡¢¡¢ ¡¢ÖÜÀî½ÌÊÚÍŶӺÍÁ¥ÊôµÚÒ»Ò½Ôº¾«×¼Ò½Ñ§Ñо¿ÔºÂÞÕò»ª½ÌÊÚ¶Ô±¾Ñо¿¸øÓèÁË´óÁ¦µÄÖ§³Ö¡£¡£¡£ÂÛÎĵÄÅäºÏͨѶ×÷ÕßÖÜ·ң¸±½ÌÊÚºã¾Ã´Óʵ¨µÀ±ÕËø³¬ÉùÆÀ¹ÀÑо¿£¬Ç°ÆÚÒÑÔÚÓ°Ïñҽѧ¶¥¼¶ÆÚ¿¯Radiology¼°European RadiologyÉϽÒÏþ¶àƪÏà¹ØÑо¿ÂÛÎÄ¡£¡£¡£±¾Ñо¿ÊÇÔÚǰÆÚÑо¿»ù´¡ÉϵÄÓÖÒ»´ÎÍ»ÆÆ¡£¡£¡£

ÉÏÊöÑо¿ÊÂÇé»ñµÃÁ˹ú¼Ò×ÔÈ»¿ÆÑ§»ù½ðÇàÄê»ù½ðÏîÄ¿¡¢¡¢ ¡¢ÃæÉÏÏîÄ¿¼°ÖصãÏîÄ¿(NO: 81501480, 81530055, 62071502 & U1811461)¡¢¡¢ ¡¢¹ú¼ÒÖØµãÑз¢ÏîÄ¿£¨NO: 2018YFC1315402£©£¬¹ã¶«Ê¡»ù´¡ÓëÓ¦Óûù´¡Ñо¿»ù½ð£¨NO: 2019A1515010549£©¡¢¡¢ ¡¢¹ã¶«ÖصãÑз¢ÏîÄ¿£¨NO:2019B020228001, 2020B1111190001£©¡¢¡¢ ¡¢Á¥ÊôµÚÒ»Ò½Ôº¿Â÷ëÐÂÐÇÈ˲ÅÏîÄ¿ºÍngµç×ÓÓÎÏ·¸ßУÇàÄêÎ÷ϯÅàÓýÏîÄ¿µÄ×ÊÖú¡£¡£¡£

ÂÛÎÄÁ´½Ó£ºhttps://www.nature.com/articles/s41467-021-21466-z

¡¾ÍøÕ¾µØÍ¼¡¿