{"id":357,"date":"2024-11-22T13:40:00","date_gmt":"2024-11-22T04:40:00","guid":{"rendered":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wordpress\/?post_type=achievement&#038;p=357"},"modified":"2026-04-29T20:45:30","modified_gmt":"2026-04-29T11:45:30","slug":"presentation-sugimoto-20241122","status":"publish","type":"achievement","link":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/achievement\/presentation-sugimoto-20241122\/","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u7528\u3044\u305f\u753b\u50cf\u8a3a\u65ad\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u306e\u764c\u3092\u7591\u3046\u6240\u898b\u306e\u81ea\u52d5\u691c\u51fa &#8211; J-MID \u3092\u6d3b\u7528\u3057\u305f\u591a\u65bd\u8a2d\u5171\u540c\u7814\u7a76 &#8211;"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u3072\u3068\u3053\u3068\u3067\u8a00\u3046\u3068<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u80f8\u8179\u90e8CT\u306e\u753b\u50cf\u8a3a\u65ad\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u764c\u3092\u7591\u3046\u6240\u898b\u3092\u62bd\u51fa\u3059\u308b\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u591a\u65bd\u8a2d\u30c7\u30fc\u30bf\u3067\u9ad8\u3044\u691c\u51fa\u6027\u80fd\u3092\u793a\u3057\u305f\u7814\u7a76\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Keywords<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u653e\u5c04\u7dda\u30ec\u30dd\u30fc\u30c8\u3001\u591a\u65bd\u8a2d\u7814\u7a76\u3001\u533b\u7642\u5f93\u4e8b\u8005\u652f\u63f4\u3001J-MID<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305c\u3053\u306e\u7814\u7a76\u3092\u3057\u305f\u306e\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u8a3a\u65ad\u30ec\u30dd\u30fc\u30c8\u306b\u306f\u3001\u764c\u306a\u3069\u306e\u91cd\u8981\u6240\u898b\u3084\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u304c\u3001\u4f9d\u983c\u533b\u306b\u3088\u308b\u78ba\u8a8d\u6f0f\u308c\u306b\u3088\u308a\u3001\u60a3\u8005\u306e\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u3084\u6cbb\u7642\u304c\u9045\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u3002<br>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u764c\u3092\u7591\u3046\u6240\u898b\u3092\u542b\u3080\u30ec\u30dd\u30fc\u30c8\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3057\u3001\u898b\u843d\u3068\u3057\u9632\u6b62\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3069\u3046\u8abf\u3079\u305f\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u3067\u306f\u3001\u80f8\u90e8\u304a\u3088\u3073\u8179\u90e8CT\u306e\u753b\u50cf\u8a3a\u65ad\u30ec\u30dd\u30fc\u30c8\u3092\u5bfe\u8c61\u3068\u3057\u305f\u3002<br>\u30d5\u30ea\u30fc\u30c6\u30ad\u30b9\u30c8\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u3001\u89b3\u5bdf\u7269\u30fb\u81e8\u5e8a\u6240\u898b\u30fb\u4fee\u98fe\u30fb\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u306a\u3069\u306e\u60c5\u5831\u306b\u69cb\u9020\u5316\u3057\u3001\u8f9e\u66f8\u3092\u7528\u3044\u3066\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u3092\u610f\u5473\u30b3\u30fc\u30c9\u306b\u5bfe\u5fdc\u3065\u3051\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u3046\u3048\u3067\u3001\u764c\u3092\u7591\u3046\u6240\u898b\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d1\u30bf\u30fc\u30f3\u306b\u5206\u985e\u3059\u308b\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f5c\u6210\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60aa\u6027\u306e\u7591\u3044\u3092\u660e\u78ba\u306b\u793a\u3059\u6240\u898b<\/li>\n\n\n\n<li>\u60aa\u6027\u304b\u3069\u3046\u304b\u5224\u65ad\u304c\u96e3\u3057\u3044\u6240\u898b<\/li>\n\n\n\n<li>\u60aa\u6027\u306e\u53ef\u80fd\u6027\u304c\u5426\u5b9a\u3067\u304d\u305a\u3001\u8ffd\u52a0\u691c\u67fb\u3084\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u304c\u63a8\u5968\u3055\u308c\u308b\u6240\u898b<\/li>\n\n\n\n<li>\u60aa\u6027\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u75c5\u5909\u304c\u5897\u5927\u307e\u305f\u306f\u65b0\u898f\u51fa\u73fe\u3057\u3066\u3044\u308b\u6240\u898b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a55\u4fa1\u306b\u306f\u3001J-MID\u306b\u767b\u9332\u3055\u308c\u305f\u591a\u65bd\u8a2d\u306e\u80f8\u8179\u90e8CT\u30ec\u30dd\u30fc\u30c8\u3092\u7528\u3044\u305f\u3002\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306f\u3001\u81ea\u65bd\u8a2d150\u4ef6\u3068\u5916\u90e85\u65bd\u8a2d750\u4ef6\u306e\u5408\u8a08900\u4ef6\u3067\u69cb\u6210\u3055\u308c\u30012\u4eba\u306e\u7d4c\u9a13\u8c4a\u5bcc\u306a\u533b\u5e2b\u304c\u6b63\u89e3\u30e9\u30d9\u30eb\u3092\u4f5c\u6210\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f55\u304c\u308f\u304b\u3063\u305f\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ec\u30dd\u30fc\u30c8\u5168\u4f53\u3067\u306e\u5206\u985e\u6027\u80fd\u306f\u3001Precision 0.886\u3001Recall 0.886\u3001F1-score 0.883\u3067\u3042\u3063\u305f\u3002<br>\u81ea\u65bd\u8a2d\u306einternal validation\u3067\u306fF1-score 0.927\u3001\u5916\u90e8\u65bd\u8a2d\u306eexternal validation\u3067\u306fF1-score 0.873\u3067\u3042\u308a\u3001\u5916\u90e8\u65bd\u8a2d\u306e\u30ec\u30dd\u30fc\u30c8\u3067\u3082\u4e00\u5b9a\u306e\u6027\u80fd\u3092\u793a\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u300cHigh actionable\u300d\u3067\u306fRecall 0.986\u3068\u9ad8\u304f\u3001\u764c\u3092\u5f37\u304f\u7591\u3046\u91cd\u8981\u6240\u898b\u3092\u62fe\u3044\u4e0a\u3052\u308b\u6027\u80fd\u304c\u9ad8\u304b\u3063\u305f\u3002\u4e00\u65b9\u3067\u3001\u300cLow actionable\u300d\u306f\u6587\u8108\u5224\u65ad\u304c\u5fc5\u8981\u306a\u305f\u3081\u3001High actionable\u3084No actionable\u3088\u308a\u3082\u6027\u80fd\u304c\u4f4e\u304b\u3063\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305c\u5927\u4e8b\u306a\u306e\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u8a3a\u65ad\u30ec\u30dd\u30fc\u30c8\u306e\u78ba\u8a8d\u6f0f\u308c\u306f\u3001\u60a3\u8005\u306e\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u3084\u6cbb\u7642\u306e\u9045\u308c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<br>\u672c\u7814\u7a76\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u764c\u3092\u7591\u3046\u6240\u898b\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u533b\u7642\u8005\u306e\u78ba\u8a8d\u4f5c\u696d\u3092\u652f\u63f4\u3057\u3001\u91cd\u8981\u6240\u898b\u306e\u898b\u843d\u3068\u3057\u9632\u6b62\u306b\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u81ea\u65bd\u8a2d\u3060\u3051\u3067\u306a\u304f\u5916\u90e8\u65bd\u8a2d\u306e\u30ec\u30dd\u30fc\u30c8\u3067\u3082\u6027\u80fd\u3092\u8a55\u4fa1\u3057\u3066\u304a\u308a\u3001\u591a\u65bd\u8a2d\u3067\u306e\u5229\u7528\u53ef\u80fd\u6027\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u70b9\u304c\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6b21\u306b\u76ee\u6307\u3059\u3053\u3068<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u3067\u306f\u3001\u5404\u65bd\u8a2d150\u4ef6\u305a\u3064\u306e\u8a55\u4fa1\u306b\u9650\u3089\u308c\u3066\u304a\u308a\u3001\u3088\u308a\u591a\u69d8\u306a\u30ec\u30dd\u30fc\u30c8\u30b9\u30bf\u30a4\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3055\u3089\u306b\u591a\u304f\u306e\u30ec\u30dd\u30fc\u30c8\u3067\u306e\u8a55\u4fa1\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<br>\u307e\u305f\u3001\u5bfe\u8c61\u306f\u80f8\u90e8\u304a\u3088\u3073\u8179\u90e8CT\u30ec\u30dd\u30fc\u30c8\u306b\u9650\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u4eca\u5f8c\u306f\u80f8\u90e8X\u7dda\u5199\u771f\u30ec\u30dd\u30fc\u30c8\u3078\u306e\u9069\u7528\u53ef\u80fd\u6027\u3082\u8a55\u4fa1\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u5b9f\u969b\u306e\u81e8\u5e8a\u73fe\u5834\u3067\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u5358\u4e00\u30ec\u30dd\u30fc\u30c8\u5185\u306e\u6240\u898b\u5206\u985e\u3060\u3051\u3067\u306a\u304f\u3001\u60a3\u8005\u306e\u7d4c\u6642\u7684\u306a\u81e8\u5e8a\u7d4c\u904e\u3092\u8003\u616e\u3057\u3001\u764c\u3092\u7591\u3046\u6240\u898b\u304c\u521d\u3081\u3066\u691c\u51fa\u3055\u308c\u305f\u5834\u5408\u306b\u901a\u77e5\u3059\u308b\u3088\u3046\u306a\u904b\u7528\u304c\u8ab2\u984c\u3068\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u753b\u50cf\u8a3a\u65ad\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u764c\u3092\u7591\u3046\u6240\u898b\u3092\u81ea\u52d5\u691c\u51fa\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u7814\u7a76<\/p>\n","protected":false},"featured_media":0,"template":"","achievement_type":[6],"achievement_keyword":[7,22,23,24],"fiscal_year":[32],"class_list":["post-357","achievement","type-achievement","status-publish","hentry","achievement_type-presentations","achievement_keyword-7","achievement_keyword-22","achievement_keyword-23","achievement_keyword-24","fiscal_year-32"],"_links":{"self":[{"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/achievement\/357","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/achievement"}],"about":[{"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/types\/achievement"}],"wp:attachment":[{"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/media?parent=357"}],"wp:term":[{"taxonomy":"achievement_type","embeddable":true,"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/achievement_type?post=357"},{"taxonomy":"achievement_keyword","embeddable":true,"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/achievement_keyword?post=357"},{"taxonomy":"fiscal_year","embeddable":true,"href":"https:\/\/www.med.osaka-u.ac.jp\/pub\/hp-info\/wp-json\/wp\/v2\/fiscal_year?post=357"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}