{"id":293840,"date":"2016-09-18T23:05:44","date_gmt":"2016-09-19T06:05:44","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=293840"},"modified":"2016-09-18T23:09:59","modified_gmt":"2016-09-19T06:09:59","slug":"healthcare-digital-doctor","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/healthcare-digital-doctor\/","title":{"rendered":"Healthcare: Digital Doctor"},"content":{"rendered":"<p><strong>Goal:<\/strong> Digital Doctor is a doctor assistant bot, which can help doctor to improve self ability and also answer patients questions automatically<\/p>\n<p><strong>Demo:<\/strong><\/p>\n<ul>\n<li>Auto QnA: http:\/\/msraml.cloudapp.net\/home\/manage.html<\/li>\n<li>Medical KB: http:\/\/msraml-s004:2521\/<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-294062\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/3-300x159.png\" alt=\"3\" width=\"474\" height=\"251\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/3-300x159.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/3-768x407.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/3.png 867w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/>\u00a0 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-293849\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/Picture2-169x300.jpg\" alt=\"picture2\" width=\"169\" height=\"300\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/Picture2-169x300.jpg 169w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/Picture2.jpg 427w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-294065\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/4-300x152.png\" alt=\"4\" width=\"448\" height=\"227\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/4-300x152.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/4-768x390.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/4-1024x520.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/09\/4.png 1159w\" sizes=\"auto, (max-width: 448px) 100vw, 448px\" \/><\/p>\n<p><strong>Techniques<\/strong>\uff1a<\/p>\n<p>KB Construction<\/p>\n<ul>\n<li><b>\u77e5\u8bc6\u5b57\u5178\u5efa\u7acb<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a \u5bf9\u75be\u75c5\uff0c\u75c7\u72b6\uff0c\u836f\u54c1\uff0c\u68c0\u67e5\uff0c\u6cbb\u7597\uff0c\u533b\u9662\uff0c\u79d1\u5ba4\u7b49\u540d\u8bcd\u5efa\u7acb\u5b57\u5178<\/li>\n<li>\u96be\u70b9\uff1a\u4fe1\u606f\u62bd\u53d6\u4e0e\u7ed3\u6784\u5316\uff0c\u540c\u4e00\u540d\u8bcd\u4e0d\u540c\u8bf4\u6cd5\u7684\u5b66\u4e60\uff08\u4e13\u7528\u8bed\uff0c\u901a\u7528\u8bed\uff09<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\uff1a\n<ul>\n<li>Kable: \u4fe1\u606f\u62bd\u53d6\u4e0e\u7ed3\u6784\u5316<\/li>\n<li>Enterprise Dict APIs<\/li>\n<li>\u53ef\u501f\u7528\u6280\u672f\uff1aTranslation<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><b>\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31\u5efa\u7acb<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a\u5efa\u7acb\u75be\u75c5\uff0c\u75c7\u72b6\uff0c\u7528\u836f\uff0c\u68c0\u67e5\uff0c\u6cbb\u7597\uff0c\u79d1\u5ba4\uff0c\u533b\u9662\u7684\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31<\/li>\n<li>\u96be\u70b9\uff1a\u663e\u5f0f\u4e0e\u9690\u5f0f\u5173\u7cfb\u62bd\u53d6\u4e0e\u5b66\u4e60<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\uff1a\n<ul>\n<li>\u663e\u5f0f\uff1aKable + RNN\/CRF<\/li>\n<li>\u9690\u5f0f : Conceptualization + DNN<\/li>\n<li>E.g. \u836f\u54c1\u51b2\u7a81\uff0c\u6613\u6df7\u6dc6\u75be\u75c5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><b>\u77e5\u8bc6\u6587\u6863\u7d22\u5f15<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a\u5c06\u533b\u5b66\u6587\u6863\u4fe1\u606f\uff0c\u5982\u4e34\u5e8a\u6307\u5357\uff0c\u4e2a\u4eba\u95ee\u7b54\u6570\u636e\u5206\u7c7b\u5230\u77e5\u8bc6\u56fe\u8c31\u5bf9\u5e94\u4f4d\u7f6e\u5efa\u7acb\u7d22\u5f15<\/li>\n<li>\u96be\u70b9\uff1a\u6587\u672c\u8bed\u53e5\uff0c\u6bb5\u843d\uff0c\u7ae0\u8282\u5206\u5272\u7d22\u5f15<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\n<ul>\n<li>Kable &#8211; QA Mining \uff08Explicit + Implicit\uff09<\/li>\n<li>\u53ef\u501f\u7528\u6280\u672f\uff1aMalta, Doc chat<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>KB Calculation<\/p>\n<ul>\n<li><b>\u957f\u6587\u672c\u95ee\u9898\u7406\u89e3<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a \u56e0\u533b\u7597\u95ee\u9898\u8f83\u957f\uff0c\u957f\u6587\u672c\u95ee\u9898\u7684\u610f\u56fe\u4e0e\u4e0a\u4e0b\u6587\u7406\u89e3\u4f5c\u4e3a\u8f93\u5165\u5c42\u7b2c\u4e00\u6b65<\/li>\n<li>\u96be\u70b9\uff1a\u95ee\u9898\u610f\u56feontology, schema\u5efa\u7acb\uff0c\u5728\u7ebf\u610f\u56fe\u8bc6\u522b<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\uff1a\n<ul>\n<li>\u95ee\u9898\u610f\u56fe\u8bc6\u522b\uff08NER, Semantic Clustering etc., knowledge based text classification\uff09<\/li>\n<li>\u53ef\u501f\u7528\u6280\u672f\uff1aLUIS (\u9700\u4e2d\u6587)\uff0cEntity Linking<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><b>\u4ea4\u4e92\u5f0f\u95ee\u9898\u7406\u89e3<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a\u5f88\u591a\u533b\u7597\u95ee\u9898\u9700\u591a\u8f6e\u4ea4\u4e92\u4e14\u533b\u751f\u4e3b\u5bfc\uff0c\u5982\u4f55\u5efa\u7acb\u591a\u8f6e\u4ea4\u4e92\u4e86\u89e3\u7528\u6237\u610f\u56fe<\/li>\n<li>\u96be\u70b9\uff1a\u57fa\u4e8e\u77e5\u8bc6\u56fe\u7684\u6709\u6761\u4ef6\u77e5\u8bc6\u5b66\u4e60\u6570\u636e\u6765\u6e90<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\uff1a\n<ul>\n<li>Conditional Knowledge Learning (CIKM16)<\/li>\n<li>\u53ef\u501f\u7528\u6280\u672f\uff1aconversation bot<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><b>\u4fe1\u606f\u68c0\u7d22<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a\u7406\u89e3\u7528\u6237\u610f\u56fe\u4e0e\u4e0a\u4e0b\u6587\u540e\uff0c\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u7406\u4e0e\u6587\u672c\u7d22\u5f15\u5bfb\u627e\u7b54\u6848<\/li>\n<li>\u96be\u70b9\uff1a\u77e5\u8bc6\u56fe\u8c31\u7d22\u5f15\u63a8\u7406\u4e0e\u6587\u672c\u68c0\u7d22\u7684\u6df7\u5408\u68c0\u7d22\u6a21\u578b<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\n<ul>\n<li>\u5b50\u56fe\u5b9a\u4f4d\uff0c\u8bed\u4e49\u68c0\u7d22\uff0c\u6df7\u5408\u6392\u5e8f\u3001<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Application<\/p>\n<ul>\n<li><b>\u4e3b\u52a8\u77e5\u8bc6\u5b66\u4e60\u7684\u4ea4\u4e92<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a \u4f5c\u4e3a\u77e5\u8bc6\u5e93\u5b66\u4e60\u7684\u4e00\u90e8\u5206\uff0c\u5982\u4f55\u901a\u8fc7\u5927\u6570\u636e\u5206\u6790\u4e3b\u52a8\u5411\u4eba\u7c7b\u4e13\u5bb6\u63d0\u95ee\uff0c\u5e76\u8865\u5145\u8fdb\u77e5\u8bc6\u5e93<\/li>\n<li>\u96be\u70b9\uff1a\u95ee\u9898\u7b5b\u9009\u4e0e\u751f\u6210<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\uff1a\n<ul>\n<li>\u6587\u672c\u805a\u7c7b\uff0c\u6392\u5e8f\uff08Kable2.0 \u8303\u7574\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><b>\u88ab\u52a8\u670d\u52a1\u4e2d\u4e0e\u7528\u6237\u7684\u4ea4\u4e92<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a\u5982\u4f55\u770b\u61c2\u7528\u6237\u9700\u6c42\u5e76\u8fd4\u56de\u7528\u6237\u770b\u5f97\u61c2\u7684\u7b54\u6848\uff0c\u53ef\u80fd\u9700\u8981\u591a\u8f6e\u4ea4\u4e92<\/li>\n<li>\u96be\u70b9\uff1a\u4e13\u4e1a\u672f\u8bed\u5bf9\u901a\u4fd7\u8bed\u8a00\u7684\u7ffb\u8bd1<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\uff1a\n<ul>\n<li>Metaphor Learning<\/li>\n<\/ul>\n<\/li>\n<li>\u53ef\u501f\u7528\u6280\u672f\uff1a\n<ul>\n<li>Personality<\/li>\n<li>QnA<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><b>\u670d\u52a1\u4ea4\u4e92\u4e2d\u7684\u4e3b\u52a8\u63a8\u8350<\/b>\n<ul>\n<li>\u95ee\u9898\uff1a\u5982\u4f55\u6839\u636e\u7528\u6237\u8f93\u5165\u53ca\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u57fa\u4e8e\u77e5\u8bc6\u5e93\u7ed9\u51fa\u5408\u7406\u5065\u5eb7\u5efa\u8bae\u53ca\u4e0d\u5408\u7406\u884c\u4e3a\u63d0\u9192<\/li>\n<li>\u96be\u70b9\uff1a\u57fa\u4e8e\u4e0a\u4e0b\u6587\u548c\u77e5\u8bc6\u5e93\u7684\u63a8\u8350<\/li>\n<li>\u5bf9\u5e94\u6280\u672f\n<ul>\n<li>Context aware recommendation engine<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Goal: Digital Doctor is a doctor assistant bot, which can help doctor to improve self ability and also answer patients questions automatically Demo: Auto QnA: http:\/\/msraml.cloudapp.net\/home\/manage.html Medical KB: http:\/\/msraml-s004:2521\/ \u00a0 Techniques\uff1a KB Construction \u77e5\u8bc6\u5b57\u5178\u5efa\u7acb \u95ee\u9898\uff1a \u5bf9\u75be\u75c5\uff0c\u75c7\u72b6\uff0c\u836f\u54c1\uff0c\u68c0\u67e5\uff0c\u6cbb\u7597\uff0c\u533b\u9662\uff0c\u79d1\u5ba4\u7b49\u540d\u8bcd\u5efa\u7acb\u5b57\u5178 \u96be\u70b9\uff1a\u4fe1\u606f\u62bd\u53d6\u4e0e\u7ed3\u6784\u5316\uff0c\u540c\u4e00\u540d\u8bcd\u4e0d\u540c\u8bf4\u6cd5\u7684\u5b66\u4e60\uff08\u4e13\u7528\u8bed\uff0c\u901a\u7528\u8bed\uff09 \u5bf9\u5e94\u6280\u672f\uff1a Kable: \u4fe1\u606f\u62bd\u53d6\u4e0e\u7ed3\u6784\u5316 Enterprise Dict APIs \u53ef\u501f\u7528\u6280\u672f\uff1aTranslation \u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31\u5efa\u7acb \u95ee\u9898\uff1a\u5efa\u7acb\u75be\u75c5\uff0c\u75c7\u72b6\uff0c\u7528\u836f\uff0c\u68c0\u67e5\uff0c\u6cbb\u7597\uff0c\u79d1\u5ba4\uff0c\u533b\u9662\u7684\u5173\u7cfb\u77e5\u8bc6\u56fe\u8c31 \u96be\u70b9\uff1a\u663e\u5f0f\u4e0e\u9690\u5f0f\u5173\u7cfb\u62bd\u53d6\u4e0e\u5b66\u4e60 \u5bf9\u5e94\u6280\u672f\uff1a \u663e\u5f0f\uff1aKable + RNN\/CRF \u9690\u5f0f : Conceptualization + [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-293840","msr-project","type-msr-project","status-publish","hentry","msr-research-area-artificial-intelligence","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"2015-12-01","related-publications":[],"related-downloads":[],"related-videos":[],"related-groups":[],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[],"msr_research_lab":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/293840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":0,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/293840\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=293840"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=293840"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=293840"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=293840"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=293840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}