{"id":4812,"date":"2022-12-02T19:10:21","date_gmt":"2022-12-03T00:10:21","guid":{"rendered":"http:\/\/skimai.com\/?p=4812"},"modified":"2024-04-29T17:27:40","modified_gmt":"2024-04-29T22:27:40","slug":"%d0%b1%d0%bb%d0%be%d0%b3-%d0%bf%d1%80%d0%be-%d1%82%d0%b5-%d1%8f%d0%ba-%d0%be%d1%85%d0%be%d1%80%d0%be%d0%bd%d0%b0-%d0%b7%d0%b4%d0%be%d1%80%d0%be%d0%b2%d1%8f-%d0%bc%d0%be%d0%b6%d0%b5-%d0%b2%d0%b8","status":"publish","type":"post","link":"https:\/\/skimai.com\/uk\/blog-how-healthcare-could-use-explainable-ai\/","title":{"rendered":"\u042f\u043a \u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0430 \u043c\u043e\u0436\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u0439 \u0428\u0406?"},"content":{"rendered":"<p>\u042f\u043a \u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0430 \u043c\u043e\u0436\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 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\u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f, \u0447\u043e\u043c\u0443 \u0432\u043e\u043d\u0438 \u0431\u0443\u043b\u0438 \u0437\u0440\u043e\u0431\u043b\u0435\u043d\u0456. \u041f\u043e\u0442\u0440\u0435\u0431\u0430 \u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0456\u0432, \u043e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u0439 \u0442\u0430 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0456\u0432 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438, \u044f\u043a \u043c\u043e\u0434\u0435\u043b\u0456 \u0428\u0406 \u043f\u043e\u0432\u043d\u0456\u0441\u0442\u044e \u0434\u0430\u044e\u0442\u044c \u043f\u0440\u043e\u043f\u043e\u0437\u0438\u0446\u0456\u0457, \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438 \u0442\u043e\u0449\u043e, \u043f\u0440\u0438\u0437\u0432\u0435\u043b\u0430 \u0434\u043e \u043f\u043e\u044f\u0432\u0438 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u043d\u043e\u0433\u043e \u0428\u0406 (Explainable AI, XAI).<\/p>\n<p>\u041f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u043b\u044c\u043d\u0438\u0439 \u0448\u0442\u0443\u0447\u043d\u0438\u0439 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442 (Explainable artificial intelligence, XAI) - \u043e\u0434\u043d\u0430 \u0437 \u043d\u0430\u0439\u043d\u043e\u0432\u0456\u0448\u0438\u0445 \u0433\u0430\u043b\u0443\u0437\u0435\u0439 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443, \u0449\u043e \u0448\u0432\u0438\u0434\u043a\u043e \u0440\u043e\u0437\u0432\u0438\u0432\u0430\u0454\u0442\u044c\u0441\u044f. \u041f\u0456\u0434\u0445\u0456\u0434 XAI \u043c\u0430\u0454 \u043d\u0430 \u043c\u0435\u0442\u0456 \u0437\u0430\u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0432\u0430\u0442\u0438 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0435 \u0434\u043b\u044f \u043b\u044e\u0434\u0438\u043d\u0438 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f \u043c\u043e\u0434\u0435\u043b\u0456 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style=\"display:none;\">\u041f\u0435\u0440\u0435\u043c\u0438\u043a\u0430\u0447<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/uk\/blog-how-healthcare-could-use-explainable-ai\/#Understanding_When_XAI_is_Necessary_For_Healthcare\" >\u0420\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u043a\u043e\u043b\u0438 XAI \u043d\u0435\u043e\u0431\u0445\u0456\u0434\u043d\u0438\u0439 \u0434\u043b\u044f \u043e\u0445\u043e\u0440\u043e\u043d\u0438 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/uk\/blog-how-healthcare-could-use-explainable-ai\/#Any_of_The_Following_Scenarios_Require_XAI\" >\u0411\u0443\u0434\u044c-\u044f\u043a\u0438\u0439 \u0437 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u0457\u0432 \u0432\u0438\u043c\u0430\u0433\u0430\u0454 XAI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/uk\/blog-how-healthcare-could-use-explainable-ai\/#How_Can_Doctors_Benefit_From_XAI\" >\u042f\u043a \u043b\u0456\u043a\u0430\u0440\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u043e\u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u044c \u0432\u0456\u0434 XAI?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/uk\/blog-how-healthcare-could-use-explainable-ai\/#XAI_Can_Be_Used_By_Doctors_And_Healthcare_Professionals_As_They_Can\" >XAI \u043c\u043e\u0436\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438\u0441\u044f \u043b\u0456\u043a\u0430\u0440\u044f\u043c\u0438 \u0442\u0430 \u043c\u0435\u0434\u0438\u0447\u043d\u0438\u043c\u0438 \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0430\u043c\u0438, \u044f\u043a 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\u043d\u0435\u0432\u0438\u0434\u0438\u043c\u0456 \u0434\u043b\u044f \u043b\u044e\u0434\u0441\u044c\u043a\u043e\u0433\u043e \u043e\u043a\u0430 \u0430\u043d\u043e\u043c\u0430\u043b\u0456\u0457 \u0442\u0430 \u0437\u0430\u043a\u043e\u043d\u043e\u043c\u0456\u0440\u043d\u043e\u0441\u0442\u0456. \u0425\u043e\u0447\u0430 \u0428\u0406 \u0441\u0442\u0430\u0432 \u0436\u0438\u0442\u0442\u0454\u0432\u043e \u0432\u0430\u0436\u043b\u0438\u0432\u0438\u043c \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u0431\u0430\u0433\u0430\u0442\u044c\u043e\u0445 \u043c\u0435\u0434\u0438\u0447\u043d\u0438\u0445 \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0456\u0432, \u0439\u043e\u0433\u043e \u0441\u043a\u043b\u0430\u0434\u043d\u043e \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438, \u0449\u043e \u0440\u043e\u0437\u0447\u0430\u0440\u043e\u0432\u0443\u0454 \u043b\u0456\u043a\u0430\u0440\u0456\u0432, \u043e\u0441\u043e\u0431\u043b\u0438\u0432\u043e \u043f\u0456\u0434 \u0447\u0430\u0441 \u043f\u0440\u0438\u0439\u043d\u044f\u0442\u0442\u044f \u0432\u0430\u0436\u043b\u0438\u0432\u0438\u0445 \u0440\u0456\u0448\u0435\u043d\u044c.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Any_of_The_Following_Scenarios_Require_XAI\"><\/span>\u0411\u0443\u0434\u044c-\u044f\u043a\u0438\u0439 \u0437 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u0457\u0432 \u0432\u0438\u043c\u0430\u0433\u0430\u0454 XAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u041a\u043e\u043b\u0438 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u0456\u0441\u0442\u044c \u0454 \u0433\u043e\u043b\u043e\u0432\u043d\u0438\u043c \u043f\u0440\u0456\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c, \u0430 \u043a\u043b\u0456\u0454\u043d\u0442\u0438 \u0430\u0431\u043e \u043a\u0456\u043d\u0446\u0435\u0432\u0456 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456 \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u044e\u0442\u044c \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457, \u0449\u043e\u0431 \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u043f\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u043e\u0432\u0430\u043d\u0438\u0439 \u0432\u0438\u0431\u0456\u0440<\/li>\n<li>\u041a\u043e\u043b\u0438 \u043f\u043e\u043c\u0438\u043b\u043a\u043e\u0432\u0456 \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u0428\u0406 \u043c\u0430\u044e\u0442\u044c \u0434\u0430\u043b\u0435\u043a\u043e\u0441\u044f\u0436\u043d\u0456 \u043d\u0430\u0441\u043b\u0456\u0434\u043a\u0438 (\u043d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u044f \u0449\u043e\u0434\u043e \u043d\u0435\u043f\u043e\u0442\u0440\u0456\u0431\u043d\u043e\u0457 \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0457)<\/li>\n<li>\u041a\u043e\u043b\u0438 \u043d\u0430\u0441\u043b\u0456\u0434\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043a\u0438 \u0441\u0435\u0440\u0439\u043e\u0437\u043d\u0456, \u043d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430 \u043a\u043b\u0430\u0441\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u044f \u0437\u043b\u043e\u044f\u043a\u0456\u0441\u043d\u0438\u0445 \u043f\u0443\u0445\u043b\u0438\u043d \u043f\u0440\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u0434\u043e \u043d\u0430\u0434\u043c\u0456\u0440\u043d\u0438\u0445 \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0438\u0445 \u0432\u0438\u0442\u0440\u0430\u0442, \u043f\u0456\u0434\u0432\u0438\u0449\u0435\u043d\u0438\u0445 \u0440\u0438\u0437\u0438\u043a\u0456\u0432 \u0434\u043b\u044f \u0437\u0434\u043e\u0440\u043e\u0432'\u044f \u0442\u0430 \u043e\u0441\u043e\u0431\u0438\u0441\u0442\u043e\u0457 \u0442\u0440\u0430\u0432\u043c\u0438.<\/li>\n<li>\u041a\u043e\u043b\u0438 \u0410\u0406-\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0441\u0442\u0432\u043e\u0440\u044e\u0454 \u043d\u043e\u0432\u0443 \u0433\u0456\u043f\u043e\u0442\u0435\u0437\u0443, \u044f\u043a\u0443 \u043f\u043e\u0432\u0438\u043d\u043d\u0456 \u043f\u0435\u0440\u0435\u0432\u0456\u0440\u0438\u0442\u0438 \u0444\u0430\u0445\u0456\u0432\u0446\u0456 \u0432 \u043f\u0435\u0432\u043d\u0456\u0439 \u0433\u0430\u043b\u0443\u0437\u0456.<\/li>\n<li>\u0417 \u043c\u0435\u0442\u043e\u044e \u0434\u043e\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0430\u043a\u0442\u0456\u0432, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a \u0417\u0430\u0433\u0430\u043b\u044c\u043d\u0438\u0439 \u0440\u0435\u0433\u043b\u0430\u043c\u0435\u043d\u0442 \u043f\u0440\u043e \u0437\u0430\u0445\u0438\u0441\u0442 \u0434\u0430\u043d\u0438\u0445 (GDPR) \u0404\u0421, \u044f\u043a\u0438\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0443\u0454 \"\u043f\u0440\u0430\u0432\u043e \u043d\u0430 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f\", \u043a\u043e\u043b\u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u0456 \u043f\u0440\u043e\u0446\u0435\u0441\u0438 \u043e\u0431\u0440\u043e\u0431\u043b\u044f\u044e\u0442\u044c \u0434\u0430\u043d\u0456 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456\u0432<\/li>\n<\/ul>\n<p>\u041d\u0430 \u0434\u0443\u043c\u043a\u0443 \u0434\u0435\u044f\u043a\u0438\u0445 \u0435\u043a\u0441\u043f\u0435\u0440\u0442\u0456\u0432, \u0432\u0456\u0434\u043d\u043e\u0441\u043d\u043e \u043f\u043e\u0432\u0456\u043b\u044c\u043d\u0435 \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0432 \u0433\u0430\u043b\u0443\u0437\u0456 \u043e\u0445\u043e\u0440\u043e\u043d\u0438 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0435 \u0437 \u043c\u0430\u0439\u0436\u0435 \u043f\u043e\u0432\u043d\u043e\u044e \u043d\u0435\u043c\u043e\u0436\u043b\u0438\u0432\u0456\u0441\u0442\u044e \u043d\u0435\u0437\u0430\u043b\u0435\u0436\u043d\u043e\u0433\u043e \u043f\u0456\u0434\u0442\u0432\u0435\u0440\u0434\u0436\u0435\u043d\u043d\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u0440\u043e\u0431\u043e\u0442\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \"\u0447\u043e\u0440\u043d\u0438\u0445 \u044f\u0449\u0438\u043a\u0456\u0432\".<\/p>\n<p>\u041e\u0434\u043d\u0430\u043a \u043b\u0456\u043a\u0430\u0440\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 XAI \u0434\u043b\u044f \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u043e\u0433\u043e \u043a\u0443\u0440\u0441\u0443 \u043b\u0456\u043a\u0443\u0432\u0430\u043d\u043d\u044f \u0434\u043b\u044f \u043f\u0430\u0446\u0456\u0454\u043d\u0442\u0430, \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0432\u0448\u0438, \u0447\u043e\u043c\u0443 \u0443 \u043d\u044c\u043e\u0433\u043e \u0442\u0430\u043a\u0438\u0439 \u0432\u0438\u0441\u043e\u043a\u0438\u0439 \u0440\u0438\u0437\u0438\u043a \u0433\u043e\u0441\u043f\u0456\u0442\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457. \u042f\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043b\u0456\u043a\u0430\u0440\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u0431\u0430\u0437\u0443\u0432\u0430\u0442\u0438 \u0441\u0432\u043e\u0457 \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u043d\u0430 \u0431\u0456\u043b\u044c\u0448 \u0434\u043e\u0441\u0442\u043e\u0432\u0456\u0440\u043d\u0456\u0439 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457. \u041a\u0440\u0456\u043c \u0442\u043e\u0433\u043e, \u0446\u0435 \u043f\u0456\u0434\u0432\u0438\u0449\u0443\u0454 \u043f\u0440\u043e\u0441\u0442\u0435\u0436\u0443\u0432\u0430\u043d\u0456\u0441\u0442\u044c \u0456 \u043f\u0440\u043e\u0437\u043e\u0440\u0456\u0441\u0442\u044c \u043a\u043b\u0456\u043d\u0456\u0447\u043d\u0438\u0445 \u0440\u0456\u0448\u0435\u043d\u044c. \u041f\u0440\u043e\u0446\u0435\u0441 \u0441\u0445\u0432\u0430\u043b\u0435\u043d\u043d\u044f \u0444\u0430\u0440\u043c\u0430\u0446\u0435\u0432\u0442\u0438\u0447\u043d\u0438\u0445 \u043f\u0440\u0435\u043f\u0430\u0440\u0430\u0442\u0456\u0432 \u0442\u0430\u043a\u043e\u0436 \u043c\u043e\u0436\u0435 \u0431\u0443\u0442\u0438 \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u0439 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e XAI.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_Can_Doctors_Benefit_From_XAI\"><\/span>\u042f\u043a \u043b\u0456\u043a\u0430\u0440\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u043e\u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u044c \u0432\u0456\u0434 XAI?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/221208-draft1-1200x628-1.jpg\" alt=\"\" width=\"1200\" height=\"627\"><\/p>\n<p>\u0423 \u0431\u0430\u0433\u0430\u0442\u044c\u043e\u0445 \u043b\u044e\u0434\u0435\u0439 \u043d\u0430\u0440\u0443\u0447\u043d\u0456 \u0433\u043e\u0434\u0438\u043d\u043d\u0438\u043a\u0438 \u0456 \u043a\u0430\u0440\u0434\u0456\u043e\u043c\u043e\u043d\u0456\u0442\u043e\u0440\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u0440\u043e\u0437\u0442\u0430\u043d\u0443\u0442\u0438 \u0432\u0456\u0434 \u0434\u0443\u043c\u043a\u0438 \u043f\u0440\u043e \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f \u0428\u0406 \u0432 \u043c\u0435\u0434\u0438\u0446\u0438\u043d\u0443, \u0430\u043b\u0435 \u043c\u0438 \u0432\u0432\u0430\u0436\u0430\u0454\u043c\u043e, \u0449\u043e \u0446\u0456\u043b\u043a\u043e\u043c \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u0439 \u0456 \u043c\u043e\u0440\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u0456\u0434\u0445\u0456\u0434 \u0431\u0443\u0434\u0435 \"\u043f\u0443\u0441\u0442\u0443\u0448\u043a\u043e\u044e\". \u0412\u0456\u043d \u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0430\u0442\u0438\u043c\u0435, \u0449\u043e \u0432\u0435\u043b\u0438\u043a\u0430 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u0456\u0441\u0442\u043e\u0440\u0438\u0447\u043d\u0438\u0445 \u0434\u0430\u043d\u0438\u0445 \u043f\u0440\u043e \u043f\u0430\u0446\u0456\u0454\u043d\u0442\u0456\u0432 \u0456 \u043a\u043b\u0456\u043d\u0456\u0447\u043d\u0438\u0445 \u0434\u0430\u043d\u0438\u0445 \u043c\u043e\u0436\u0435 \u0431\u0443\u0442\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u0430 \u0434\u043b\u044f \u0442\u043e\u0433\u043e, \u0449\u043e\u0431 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0442\u0438 \u043b\u0456\u043a\u0430\u0440\u044f\u043c \u0442\u0430 \u0456\u043d\u0448\u0438\u043c \u043c\u0435\u0434\u0438\u0447\u043d\u0438\u043c \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0430\u043c \u0432\u0447\u0438\u0442\u0438\u0441\u044f \u0443 \u0428\u0406, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0442\u0438 \u0428\u0406 \u0456\u043d\u0444\u043e\u0440\u043c\u0443\u0432\u0430\u0442\u0438 \u043f\u0440\u043e \u043f\u043b\u0430\u043d\u0438 \u043b\u0456\u043a\u0443\u0432\u0430\u043d\u043d\u044f.<\/p>\n<p>\u0426\u0435 \u0443\u043c\u043e\u0436\u043b\u0438\u0432\u0438\u0442\u044c \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0439, \u043a\u0435\u0440\u043e\u0432\u0430\u043d\u0438\u0439 \u0434\u0430\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441, \u044f\u043a\u0438\u0439 \u043e\u0446\u0456\u043d\u044e\u0454 \u0456 \u043a\u0430\u043b\u0456\u0431\u0440\u0443\u0454 \u0432\u0435\u0441\u044c \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0449\u043e\u0440\u0430\u0437\u0443, \u043a\u043e\u043b\u0438 \u0437'\u044f\u0432\u043b\u044f\u0454\u0442\u044c\u0441\u044f \u043d\u043e\u0432\u0438\u0439 \u0432\u0430\u0440\u0456\u0430\u043d\u0442 \u043b\u0456\u043a\u0443\u0432\u0430\u043d\u043d\u044f, \u0456 \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0432\u0456\u0434\u0441\u0442\u0435\u0436\u0443\u0432\u0430\u0442\u0438 \u0456\u043d\u0434\u0438\u0432\u0456\u0434\u0443\u0430\u043b\u044c\u043d\u0456 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u0438 \u0434\u043b\u044f \u043a\u043e\u0436\u043d\u043e\u0433\u043e \u043f\u0430\u0446\u0456\u0454\u043d\u0442\u0430. \u0414\u043b\u044f \u043f\u043e\u0441\u0442\u0456\u0439\u043d\u043e\u0433\u043e \u0432\u0434\u043e\u0441\u043a\u043e\u043d\u0430\u043b\u0435\u043d\u043d\u044f \u0441\u0432\u043e\u0457\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u043b\u0456\u043a\u0430\u0440\u044f\u043c \u0432\u043e\u043d\u0430 \u043e\u0431'\u0454\u0434\u043d\u0430\u0454 \u0434\u0430\u043d\u0456 \u0442\u0438\u0441\u044f\u0447 \u043b\u044e\u0434\u0435\u0439 \u0437 \u043c\u0430\u0439\u0436\u0435 \u043f\u043e\u0440\u0456\u0432\u043d\u044f\u043d\u043d\u0438\u043c\u0438 \u0437\u0430\u0445\u0432\u043e\u0440\u044e\u0432\u0430\u043d\u043d\u044f\u043c\u0438.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_Can_Be_Used_By_Doctors_And_Healthcare_Professionals_As_They_Can\"><\/span>XAI \u043c\u043e\u0436\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438\u0441\u044f \u043b\u0456\u043a\u0430\u0440\u044f\u043c\u0438 \u0442\u0430 \u043c\u0435\u0434\u0438\u0447\u043d\u0438\u043c\u0438 \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0430\u043c\u0438, \u044f\u043a \u0442\u0456\u043b\u044c\u043a\u0438 \u0432\u043e\u043d\u0438 \u043c\u043e\u0436\u0443\u0442\u044c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<ul>\n<li>\u0412\u0447\u0456\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u0430\u043d\u0438\u0445 \u0437\u0430\u043c\u0456\u0441\u0442\u044c \u0442\u043e\u0433\u043e, \u0449\u043e\u0431 \u0434\u0430\u0432\u0430\u0442\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0443 \u0432\u043b\u0430\u0434\u0443. <\/li>\n<li>\u0421\u0442\u0430\u0432\u0438\u0442\u0438\u0441\u044f \u0434\u043e \u043f\u0430\u0446\u0456\u0454\u043d\u0442\u0456\u0432 \u043d\u0435\u0443\u043f\u0435\u0440\u0435\u0434\u0436\u0435\u043d\u043e \u0442\u0430 \u0435\u0442\u0438\u0447\u043d\u043e, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u0432\u0435\u043b\u0438\u043a\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u043d\u0430\u0443\u043a\u043e\u0432\u043e\u0457 \u0442\u0430 \u043c\u0435\u0434\u0438\u0447\u043d\u043e\u0457 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457.<\/li>\n<li>\u0421\u0442\u0432\u043e\u0440\u044e\u0439\u0442\u0435 \u0446\u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443, \u043d\u0435 \u0436\u0435\u0440\u0442\u0432\u0443\u044e\u0447\u0438 \u043b\u044e\u0434\u0441\u044c\u043a\u0438\u043c \u0444\u0430\u043a\u0442\u043e\u0440\u043e\u043c.<\/li>\n<li>\u0412\u0438\u044f\u0432\u043b\u044f\u0439\u0442\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0438 \u043d\u0430 \u0440\u0430\u043d\u043d\u0456\u0445 \u0441\u0442\u0430\u0434\u0456\u044f\u0445 \u0456 \u0432\u0436\u0438\u0432\u0430\u0439\u0442\u0435 \u0431\u0456\u043b\u044c\u0448 \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0445 \u0437\u0430\u0445\u043e\u0434\u0456\u0432 \u0434\u043b\u044f \u0448\u0432\u0438\u0434\u043a\u043e\u0433\u043e \u0432\u0456\u0434\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044f \u0437\u0434\u043e\u0440\u043e\u0432'\u044f.<\/li>\n<li>\u041f\u043e\u043a\u0440\u0430\u0449\u0443\u0439\u0442\u0435 \u0443\u043c\u043e\u0432\u0438, \u0441\u0432\u043e\u0454\u0447\u0430\u0441\u043d\u0456\u0441\u0442\u044c, \u0431\u044e\u0434\u0436\u0435\u0442\u0438 \u0442\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438 \u043e\u0445\u043e\u0440\u043e\u043d\u0438 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f, \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u044e\u0447\u0438 \u043f\u0440\u0438 \u0446\u044c\u043e\u043c\u0443 \u043d\u0438\u0437\u044c\u043a\u0456 \u0432\u0438\u0442\u0440\u0430\u0442\u0438.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\u0412\u0438\u0441\u043d\u043e\u0432\u043e\u043a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u041a\u043e\u043b\u0438 \u043c\u043e\u0432\u0430 \u0437\u0430\u0445\u043e\u0434\u0438\u0442\u044c \u043f\u0440\u043e \u0441\u0442\u0456\u0439\u043a\u0443 \u0446\u0438\u0444\u0440\u043e\u0432\u0443 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u044e, \u0431\u0430\u0433\u0430\u0442\u043e \u043e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u0439 \u0432\u0436\u0435 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u044e\u0442\u044c\u0441\u044f \u043f\u0435\u0440\u0435\u0432\u0430\u0433\u0430\u043c\u0438 \u0435\u043a\u0441\u043f\u043e\u043d\u0435\u043d\u0446\u0456\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0440\u043e\u0441\u0442\u0430\u043d\u043d\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0439. \u041d\u0456\u043a\u043e\u043b\u0438 \u0449\u0435 \u043d\u0435 \u0431\u0443\u043b\u043e \u043a\u0440\u0430\u0449\u043e\u0433\u043e \u0447\u0430\u0441\u0443 \u0434\u043b\u044f \u043f\u043e\u0441\u0442\u0430\u0447\u0430\u043b\u044c\u043d\u0438\u043a\u0456\u0432 \u043c\u0435\u0434\u0438\u0447\u043d\u0438\u0445 \u043f\u043e\u0441\u043b\u0443\u0433 \u0456 \u043a\u043e\u043c\u043f\u0430\u043d\u0456\u0439 \u0443 \u0441\u0435\u043a\u0442\u043e\u0440\u0430\u0445 \u043c\u0435\u0434\u0438\u043a\u043e-\u0431\u0456\u043e\u043b\u043e\u0433\u0456\u0447\u043d\u0438\u0445 \u043d\u0430\u0443\u043a \u0442\u0430 \u0431\u0456\u043e\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0439, \u0449\u043e\u0431 \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u0442\u0435 \u0441\u0430\u043c\u0435, \u043e\u0441\u043a\u0456\u043b\u044c\u043a\u0438 \u043c\u0438 \u0432\u0441\u0456 \u0448\u0443\u043a\u0430\u0454\u043c\u043e \u043a\u0440\u0430\u0449\u0456 \u0441\u043f\u043e\u0441\u043e\u0431\u0438 \u0440\u043e\u0431\u043e\u0442\u0438 \u043f\u0456\u0441\u043b\u044f \u043a\u0456\u043b\u044c\u043a\u043e\u0445 \u0442\u0443\u0440\u0431\u0443\u043b\u0435\u043d\u0442\u043d\u0438\u0445 \u0440\u043e\u043a\u0456\u0432.<\/p>\n<p>\u0420\u0456\u0448\u0435\u043d\u043d\u044f \u0434\u043b\u044f \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u043e\u0441\u0442\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0442\u0438 \u043c\u0435\u0434\u0438\u0447\u043d\u0438\u043c \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0430\u043c \u0437\u0431\u0435\u0440\u0435\u0433\u0442\u0438 \u0432\u043f\u0435\u0432\u043d\u0435\u043d\u0456\u0441\u0442\u044c \u0443 \u0441\u043e\u0431\u0456 \u043f\u0456\u0434 \u0447\u0430\u0441 \u0432\u0438\u0432\u0447\u0435\u043d\u043d\u044f \u0456\u043d\u043d\u043e\u0432\u0430\u0446\u0456\u0439. \u041a\u0440\u0456\u043c \u0442\u043e\u0433\u043e, \u043a\u043e\u043b\u0438 \u0443\u0440\u044f\u0434\u0438 \u0437\u0430\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0443\u044e\u0442\u044c \u0441\u0443\u0432\u043e\u0440\u0456 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0449\u043e\u0434\u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0439 \u0443 \u0441\u0444\u0435\u0440\u0456 \u043e\u0445\u043e\u0440\u043e\u043d\u0438 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f, \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0456\u0441\u0442\u044c \u043c\u043e\u0436\u0435 \u0441\u0442\u0430\u0442\u0438 \u043f\u0435\u0440\u0448\u0438\u043c \u0432\u0430\u0436\u043b\u0438\u0432\u0438\u043c \u043a\u0440\u043e\u043a\u043e\u043c \u0434\u043e \u0440\u043e\u0437\u043a\u0440\u0438\u0442\u0442\u044f \"\u0447\u043e\u0440\u043d\u043e\u0457 \u0441\u043a\u0440\u0438\u043d\u044c\u043a\u0438\" \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0456 \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0456 \u043f\u0440\u0438\u0439\u043d\u044f\u0442\u0442\u044f \u0440\u0456\u0448\u0435\u043d\u044c \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c\u0438 \u0434\u043b\u044f \u0432\u0441\u0456\u0445 \u0437\u0430\u0446\u0456\u043a\u0430\u0432\u043b\u0435\u043d\u0438\u0445 \u0441\u0442\u043e\u0440\u0456\u043d.<\/p>","protected":false},"excerpt":{"rendered":"<p>How Healthcare Could Use Explainable AI? Healthcare, finance, insurance, and manufacturing are just a few industries where artificial intelligence (AI) greatly impacts. More complex AI models are being developed to meet the requirements of particular use cases. However, these AI models&#8217; predictions appear to be &quot;Black-box&quot; outputs, lacking any justification or explanation for why they [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4826,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,64],"tags":[],"class_list":["post-4812","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-how-to"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How Healthcare Could Use Explainable AI? - Skim AI<\/title>\n<meta name=\"description\" content=\"The Healthcare Industry is rapidly evolving with new technologies. How Healthcare Could Use Explainable AI? 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