{"id":4937,"date":"2022-07-25T15:21:52","date_gmt":"2022-07-25T06:21:52","guid":{"rendered":"https:\/\/www.tse.ens.titech.ac.jp\/~deepmode\/csm\/?p=4937"},"modified":"2022-11-16T11:12:02","modified_gmt":"2022-11-16T02:12:02","slug":"%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%83%93%e3%82%b8%e3%83%a7%e3%83%b3%ef%bc%9a%e7%8b%99%e3%81%84%e3%82%92%e5%ae%9a%e3%82%81%e3%82%8b%ef%bd%9e%e9%81%a9%e5%88%87%e3%81%aa%e5%95%8f","status":"publish","type":"post","link":"http:\/\/www.tse.ens.titech.ac.jp\/~deepmode\/csm\/blog\/%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%83%93%e3%82%b8%e3%83%a7%e3%83%b3%ef%bc%9a%e7%8b%99%e3%81%84%e3%82%92%e5%ae%9a%e3%82%81%e3%82%8b%ef%bd%9e%e9%81%a9%e5%88%87%e3%81%aa%e5%95%8f\/","title":{"rendered":"\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30d3\u30b8\u30e7\u30f3\uff1a\u72d9\u3044\u3092\u5b9a\u3081\u308b\uff5e\u9069\u5207\u306a\u554f\u3044\u306f\u3069\u3053\u306b\uff1f"},"content":{"rendered":"\n

\u3053\u306e\u8a18\u4e8b\u306f\u91ce\u539f\u7814\u7a76\u5ba4\u306e\u30b9\u30bf\u30c3\u30d5\u3068\u5b66\u751f\u306b\u3088\u3063\u3066\u5171\u540c\u57f7\u7b46\u3055\u308c\u3001\u30b5\u30e9\u30cb \u30b8\u30e7\u30eb\u30b8\u30e7\u7279\u4efb\u52a9\u6559\u306b\u3088\u3063\u3066\u7de8\u96c6\u3001\u91ce\u539f\u4f73\u4ee3\u5b50\u6559\u6388\u306b\u3088\u3063\u3066\u65e5\u672c\u8a9e\u8a33\u3055\u308c\u307e\u3057\u305f\u3002\u5f15\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u30ec\u30d5\u30a1\u30ec\u30f3\u30b9\u306f\u3001\u672c\u6587\u306e\u4e0b\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u91ce\u539f\u7814\u7a76\u5ba4\u3068\u30af\u30fc\u30d1\u30fc\u30d3\u30b8\u30e7\u30f3\u30b8\u30e3\u30d1\u30f3\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u7d39\u4ecb \u2192 \u3053\u3061\u3089\u3092\u304a\u8aad\u307f\u304f\u3060\u3055\u3044<\/a><\/p>\n\n\n\n

\u9032\u6357\u72b6\u6cc1<\/h4>\n\n\n\n

\u30af\u30fc\u30d1\u30fc\u30d3\u30b8\u30e7\u30f3\u30b8\u30e3\u30d1\u30f3\u3068\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u305d\u306e\u5f8c\u306e\u9032\u6357\u3067\u3059\u3002\u4f7f\u3044\u6368\u3066\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\uff08CL\uff09\u306e\u74b0\u5883\u3078\u306e\u5f71\u97ff\u306b\u3064\u3044\u3066\u3001\u30c6\u30fc\u30de\u5225\u306b\u3069\u306e\u3088\u3046\u306a\u554f\u3044\u3068\u7814\u7a76\u30e1\u30bd\u30c3\u30c9\u304c\u898b\u3064\u304b\u308b\u304b\u3001\u8b70\u8ad6\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002\u82f1\u8a9e\u30fb\u65e5\u672c\u8a9e\u4e21\u65b9\u306e\u6587\u732e\u30ec\u30d3\u30e5\u30fc\u306b\u57fa\u3065\u304d\u3001\u5b66\u751f\u305f\u3061\u306f\u30d6\u30ea\u30b9\u30bf\u30fc\u5305\u88c5\u3068\u305d\u306e\u30ea\u30b5\u30a4\u30af\u30eb\u554f\u984c\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u30923\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u304b\u308c\u3066\u4f5c\u696d\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u306f\u3001\u8cc7\u6599\u3092\u53ce\u96c6\u3057\u59cb\u3081\u3066\u306f\u3044\u3066\u3082\u3001\u307e\u3060\u7814\u7a76\u306e\u65b9\u5411\u6027\u304c\u307e\u3060\u5b9a\u307e\u3063\u3066\u3044\u306a\u3044\u3001\u5b66\u90e8\u30fb\u5927\u5b66\u9662\u306e\u7814\u7a76\u6d3b\u52d5\u306b\u304a\u3051\u308b\u5178\u578b\u7684\u306a\u30d5\u30a7\u30fc\u30b9\u306b\u3044\u307e\u3059\u3002\u30d6\u30ec\u30fc\u30f3\u30b9\u30c8\u30fc\u30df\u30f3\u30b0\u3067\u306f\u3001\u5404\u30b0\u30eb\u30fc\u30d7\u304b\u3089\u8abf\u67fb\u7d50\u679c\u3001\u4e3b\u306a\u53c2\u8003\u8cc7\u6599\u3001\u8abf\u67fb\u76ee\u6a19\u3001\u304a\u3088\u3073\u554f\u3044\u3092\u5b9a\u7fa9\u3059\u308b\u6700\u521d\u306e\u8a66\u307f\u304c\u306a\u3055\u308c\u307e\u3057\u305f\u3002\u7814\u7a76\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3069\u306e\u6bb5\u968e\u3067\u3082\u300c\u66f8\u304f\u3053\u3068\u300d\u304c\u5927\u4e8b\u3067\u3059\u3002 \u4e3b\u306a3\u30c6\u30fc\u30de\u304c\u9078\u3070\u308c\u3001\u5b66\u751f\u306b\u3088\u308a\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u307e\u3068\u3081\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\"\"<\/figure><\/div>\n\n\n\n

\u65e5\u672c\u306b\u304a\u3051\u308bCL\u30e6\u30fc\u30b6\u30fc\u306e\u6d88\u8cbb\u8005\u884c\u52d5<\/h4>\n\n\n\n

\u6d88\u8cbb\u8005\u884c\u52d5\u306b\u95a2\u3059\u308b\u6587\u732e\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u3001\u91cd\u8981\u306a\u30d5\u30a1\u30af\u30c8\u304c\u6d6e\u304d\u5f6b\u308a\u306b\u3055\u308c\u3001\u65e5\u672c\u3068\u3044\u3046\u6587\u8108\u3067\u306e\u30c7\u30fc\u30bf\u3092\u3055\u3089\u306b\u96c6\u3081\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u30ea\u30b5\u30a4\u30af\u30eb\u653f\u7b56\u3084COVID-19\u30d1\u30f3\u30c7\u30df\u30c3\u30af\u306e\u5f71\u97ff\u3082\u80cc\u666f\u3068\u3057\u305f\u3001\u8208\u5473\u6df1\u3044\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u304c\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <\/p>\n\n\n\n

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\u30a2\u30e1\u30ea\u30ab\u3068\u65e5\u672c\u306e\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u306e\u6d88\u8cbb\u8005\u306f\u3001\u5e74\u9f62\u5206\u5e03\u306f\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u5ec3\u68c4\u884c\u52d5\u304c\u7570\u306a\u308a\u307e\u3059\u3002 2016\u5e74\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u7c73\u56fd\u3067\u306f\u9752\u5e74\uff0812\u301c17\u6b73\uff09\u306e14\uff05\u3001\u82e5\u5e74\u6210\u4eba\uff0818\u301c24\u6b73\uff09\u306e24.4\uff05\u3001\u9ad8\u9f62\u8005\uff0825\u6b73\u4ee5\u4e0a\uff09\u306e15.5\uff05\u304c\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u3092\u7740\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u88c5\u7528\u8005\u306e\u4e2d\u3067\u3001\u6210\u4eba\u306e90.4\uff05\u3068\u9752\u5e74\u306e87.8\uff05\u304c\u30bd\u30d5\u30c8\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u3092\u7740\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u30a2\u30e1\u30ea\u30ab\u306e\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u88c5\u7528\u8005\u306e40\uff05\u301c90\uff05\u306f\u3001\u5ec3\u68c4\u65b9\u6cd5\u306e\u6307\u793a\u306b\u6b63\u3057\u304f\u5f93\u3063\u3066\u3044\u307e\u305b\u3093\u3002 <\/p>\n\n\n\n

CL\u306e\u4f7f\u7528\u983b\u5ea6\u306b\u3064\u3044\u3066\u3001Covid-19\u306e\u5f71\u97ff\u3092\u898b\u308b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a2\u30f3\u30b1\u30fc\u30c8\uff08\u65e5\u672c\uff09\u3067\u306f\u300135.6\uff05\u304c\u4ee5\u524d\u3088\u308a\u4f7f\u7528\u983b\u5ea6\u304c\u4f4e\u304f\u30019.6\uff05\u304c\u3088\u308a\u9ad8\u304f\u3001\u534a\u6570\u4ee5\u4e0a\uff0854.8\uff05\uff09\u304c\u5909\u308f\u3089\u306a\u3044\u3068\u7b54\u3048\u3066\u3044\u307e\u3059\u3002\u8208\u5473\u6df1\u3044\u3053\u3068\u306b\u30018.8\uff05\u306f\u3001Covid-19\u306b\u3088\u308a\u773c\u79d1\u533b\u3084\u5e97\u8217\u304b\u3089\u306e\u8cfc\u5165\u304b\u3089\u30aa\u30f3\u30e9\u30a4\u30f3\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0\u306b\u5207\u308a\u66ff\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u6700\u8fd1\u3067\u306f\u773c\u79d1\u533b\u3084\u5e97\u8217\uff0848.4\uff05\uff09\u3088\u308a\u591a\u304f\u306e\u4eba\u304cCL\u3092\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u8cfc\u5165\u3057\u3066\u3044\u307e\u3059\uff0851.0\uff05\uff09\u3002 <\/p>\n\n\n\n

\u307e\u3068\u3081\u308b\u3068\u3001\u3053\u308c\u3089\u306e\u8abf\u67fb\u7d50\u679c\u306f\u3001\u9ad8\u6821\u751f\u5c64\u3092\u8abf\u67fb\u3057\u3066\u3044\u304f\u3053\u3068\u3001\u307e\u305f\u30d1\u30f3\u30c7\u30df\u30c3\u30af\u304c\u8cfc\u8cb7\u884c\u52d5\u306b\u53ca\u307c\u3059\u5f71\u97ff\u3092\u8003\u616e\u306b\u5165\u308c\u3064\u3064\u3001\u4eca\u5e74\u79cb\u306b\u53d6\u308a\u7d44\u3080\u30c7\u30b6\u30a4\u30f3\u63d0\u6848\u3068\u4ecb\u5165\u3092\u5468\u77e5\u3057\u3066\u3044\u304f\u3053\u3068\u306e\u6709\u7528\u6027\u3092\u793a\u3057\u3066\u3044\u308b\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002 <\/p>\n\n\n\n

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CL\u88fd\u54c1\u3068\u30d1\u30c3\u30b1\u30fc\u30b8\u30f3\u30b0\u306b\u95a2\u3059\u308b\u554f\u984c<\/h4>\n\n\n\n

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\u6700\u8fd1\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u8ca9\u58f2\u304c\u5272\u5408\u3068\u3057\u3066\u306f\u6700\u3082\u9ad8\u304fCL\u8cfc\u5165\u306e40\uff05\u3092\u5360\u3081\u3066\u304a\u308a\u3001\u773c\u79d1\u304a\u3088\u3073\u773c\u79d1\u95a2\u9023\u5e97\u3001CL\u5c02\u9580\u5e97\u304c\u305d\u308c\u306b\u7d9a\u304d\u307e\u3059\u3002 CL\u306f\uff08\u8996\u529b\u77ef\u6b63\u3092\u76ee\u7684\u3068\u3057\u306a\u3044\u30ab\u30e9\u30fcCL\u3092\u542b\u3081\uff09\u533b\u7642\u6a5f\u5668\u3067\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u8ca9\u58f2\u306e\u666e\u53ca\u3082\u3042\u3063\u3066\u3001\u533b\u5e2b\u306e\u51e6\u65b9\u7b8b\u306a\u3057\u3067\u8ca9\u58f2\u3055\u308c\u308b\u3053\u3068\u3082\u591a\u3044\u306e\u3067\u3059\u3002 \u8cfc\u5165\u8005\u306e\u3046\u306180\uff05\u304c\u3001\u773c\u79d1\u3001\u773c\u79d1\u95a2\u9023\u5e97\u3001CL\u5c02\u9580\u5e97\u3067\u8cfc\u5165\u6642\u306b\u773c\u79d1\u533b\u306e\u8a3a\u5bdf\u3092\u53d7\u3051\u308b\u3053\u3068\u3092\u52e7\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u7d0460\uff05\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u5c0f\u58f2\u5e97\u3067\u306e\u8cfc\u5165\u6642\u306b\u53d7\u8a3a\u3092\u52e7\u3081\u3089\u308c\u3066\u3044\u307e\u305b\u3093 \u3002\u3053\u308c\u306f\u3001\u8cfc\u5165\u6bb5\u968e\u3067\u63a8\u5968\u4e8b\u9805\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u78ba\u4fdd\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u304a\u308a\u3001\u4ed6\u306e\u8abf\u67fb\u3067\u6563\u898b\u3055\u308c\u3066\u3044\u308b\u3001\u4e0d\u9069\u5207\u306a\u4f7f\u7528\u3084\u5ec3\u68c4\u30d1\u30bf\u30fc\u30f3\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

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CL\u306e\u4f7f\u7528\u5f8c\u51e6\u7406\u3078\u306e\u95a2\u5fc3\u304c\u4f4e\u3044<\/p>\n\n\n\n

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\"\"<\/figure><\/div>\n\n\n\n

CL\u5229\u7528\u8005\u306e\u5927\u591a\u6570\u306f\u5973\u6027<\/p>\n\n\n\n

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\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u306e\u30ea\u30b5\u30a4\u30af\u30eb\u306b\u306f\u3001\u6750\u6599\u3001\u5316\u5b66\u3001\u71b1\u306e3\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u5ec3\u68c4\u7269\u7ba1\u7406\u7814\u7a76\u6240\u306b\u3088\u308b\u3068\u30012019\u5e74\u306e\u300c\u30ea\u30b5\u30a4\u30af\u30eb\u300d\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u5ec3\u68c4\u7269\u306e\u5272\u5408\u306f85\uff05\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u65e5\u672c\u306e\u307b\u3068\u3093\u3069\u306e\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u306e\u300c\u30ea\u30b5\u30a4\u30af\u30eb\u300d\u304c\u5b9f\u969b\u306b\u306f\u71b1\u30ea\u30b5\u30a4\u30af\u30eb\u3067\u3042\u308a\u3001\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u8cc7\u6e90\u3092\u65b0\u6750\u6599\u3084\u88fd\u54c1\u306b\u518d\u5229\u7528\u306f\u3057\u3066\u3044\u306a\u3044\u3068\u3053\u308d\u304c\u554f\u984c\u3067\u3082\u3042\u308a\u307e\u3059\u3002 <\/p>\n\n\n\n

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\"\"<\/figure><\/div>\n\n\n\n

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\u30c7\u30b6\u30a4\u30f3\u7814\u7a76\u5b9f\u8df5\u306b\u8a73\u3057\u304f\u7d4c\u9a13\u8c4a\u304b\u306a\u535a\u58eb\u8ab2\u7a0b\u306e\u5b66\u751f\u304c\u3001\u3055\u3089\u306b\u5225\u306e\u554f\u3044\u3092\u6295\u3052\u304b\u3051\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u300c\u975eCL\u306e\u672a\u6765\u300d\u3092\u3081\u3050\u308b\u5171\u540c\u6295\u6a5f\u304b\u3089\u3001\u4f1a\u793e\u304c\u3069\u306e\u3088\u3046\u306b\u5229\u76ca\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3001\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002 \u3072\u3068\u3064\u306b\u306f\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u958b\u767a\u30e2\u30c7\u30eb\u3078\u3068\u79fb\u884c\u3057\u305f\u4f01\u696d\u306e\u7d4c\u9a13\u304b\u3089\u3001\u6bd4\u8f03\u5206\u6790\u3068SWOT\u5206\u6790\u306b\u3088\u3063\u3066\u5b66\u3073\u3092\u5f97\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002\u3082\u3046\u3072\u3068\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6d88\u8cbb\u8005\u3068\u4f01\u696d\u304c\u5171\u540c\u3067\u6295\u6a5f\u7684\u306a\u3082\u306e\u3065\u304f\u308a\u3092\u884c\u306a\u3046\u30c7\u30b6\u30a4\u30f3\u5b9f\u8df5\u3067\u3059\u3002 CL\u6d88\u8cbb\u8005\u306e\u8996\u70b9\u306b\u3082\u3068\u3065\u304f\u30c7\u30b6\u30a4\u30f3\u5b9f\u8df5\u306e\u5f71\u97ff\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u306b\u306f\u3001\u89b3\u5bdf\u3068\u534a\u69cb\u9020\u5316\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u306e\u624b\u6cd5\u304c\u63a1\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3053\u304b\u3089\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3078<\/h4>\n\n\n\n

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\u6700\u5f8c\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3053\u308c\u307e\u3067\u306b\u5f97\u3089\u308c\u305f\u300c\u554f\u3044\u300d\u306e\u3044\u304f\u3064\u304b\u304c\u3001\u3088\u308a\u30b7\u30e3\u30fc\u30d7\u306b\u660e\u78ba\u5316\u3055\u308c\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u8cea\u554f\u7d19\u8abf\u67fb\u3092\u9069\u5207\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3001\u90e8\u5206\u7684\u306b\u306f\u305d\u308c\u3089\u306b\u5bfe\u3059\u308b\u7b54\u3048\u304c\u5f97\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002\u5148\u884c\u6587\u732e\u3067\u306f\u307e\u3060\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u5074\u9762\u306b\u3064\u3044\u3066\u3001\u65b0\u3057\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u518d\u30731\u3064\u306e\u30c1\u30fc\u30e0\u3068\u3057\u3066\u4f5c\u696d\u3057\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u5b66\u751f\u3068\u6559\u54e1\u304c\u5354\u529b\u3057\u3066\u8cea\u554f\u7d19\u3092\u4f5c\u6210\u3057\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6226\u7565\u306b\u3064\u3044\u3066\u76f8\u8ac7\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u590f\u306e\u5f8c\u534a\u306b\u306f\u3001\u5b9f\u88c5\u8a08\u753b\u304c\u6574\u3046\u3067\u3057\u3087\u3046\u3002 Miro\u30dc\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3001\u590f\u4f11\u307f\u306e\u9593\u3082\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7d99\u7d9a\u3057\u30019\u6708\u306b\u306f\u307e\u305f\u3001\u5bfe\u8a71\u3092\u5b8c\u5168\u306b\u518d\u958b\u3067\u304d\u308b\u3088\u3046\u6e96\u5099\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 <\/p>\n\n\n\n

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Project Vision: Focusing on the right questions<\/h2>\n\n\n\n

This article was co-written by Nohara Lab staff and students, edited by Giorgio Salani, and translated into Japanese by Prof. Kayoko Nohara. A list of references for the data cited in the article is included below the main text.<\/p>\n\n\n\n

For a first introduction to Nohara Lab\u2019s collaboration with Coopervision Japan please read this post<\/a>.<\/p>\n\n\n\n

June-July updates<\/h4>\n\n\n\n
Our collaboration with CooperVision<\/a> Japan on the environmental impact of single-use contact lenses (CL) continues with a more thematic discussion on questions and methods. Building on an initial review in English and Japanese, the students worked in 3 groups representing different facets of the issues around blister packaging and their recycling. This phase exemplifies a typical moment in undergraduate and graduate research when, typically, the students would have started to collect various materials but are yet to figure out a clear direction for their study. A brainstorm session brought to the fore selected findings from each group, key references, general research goals and a first attempt at defining research questions. To underline the importance of writing at all stages in the research process, the students were asked to summarise their developments in text. Three main themes were identified and are reported below.<\/span><\/div>\n\n\n\n
\"\"<\/figure><\/div>\n\n\n\n

Consumer behaviour of CL users in Japan<\/h4>\n\n\n\n

A review of literature on consumer behaviour highlighted some important facts and suggested the need to fill the gaps with data on the Japanese context. Various surveys pointed at interesting behavioural patterns, also influenced by recycling policy and the COVID-19 pandemic. <\/p>\n\n\n\n

In Japan, 26% of young people (15-24 years old) using CL discard used products at home. Some throw them in the washroom, sink, or toilet when they should be disposed of with burnable trash (or non-burnable trash, depending on the municipality). Another study shows that the age group in which most people start using CL is high school students who are active in their studies and club activities. According to the Japanese Ophthalmologists’ Association, 0.2% of primary school students, 8.0% of junior high school students, and 27.0% of high school students use CL. A survey on purchasing habits states that up to 22.5% of college students reported making an Internet purchase for their contact lenses, and the average age of contact lens wearers worldwide is 31 years.<\/p>\n\n\n\n

Contact lens consumers in America and Japan have a similar age distribution but show different disposal behaviours. A 2016 survey indicated 14% of adolescents (aged 12\u201317 years), 24.4% of young adults (18\u201324 years), and 15.5% of older adults (\u226525 years) wore contact lenses in the US. Among lens wearers, 90.4% of adults and 87.8% of adolescents reported wearing soft contact lenses. Unfortunately, between 40%-90% of contact lens wearers in America do not properly follow the instructions for their contact lenses. <\/p>\n\n\n\n

In Japan, an internet questionnaire on the impact of Covid-19 on the frequency of CL use showed that 35.6% used CL less often than before, 9.6% more often (9.6%), and more than half (54.8%) said their usage was the same. Interestingly, 8.8% had switched from purchasing CL from ophthalmologists and stores to online shopping due to Covid-19. As a result, more people nowadays purchase CL online (51.0%) than from ophthalmologists and stores (48.4%). <\/p>\n\n\n\n

Collectively, these findings point at the usefulness of engaging adolescents at high school age in future surveys, and of considering the effects of the recent pandemic on purchasing behaviour, especially to inform the design proposals and interventions our students will be working on in the autumn. <\/p>\n\n\n\n

Students in this group also anticipated that questionnaire surveys and semi-structured interviews would be appropriate methods to collect data, whilst some form of correlation analysis (e.g. linear regression) could be employed to generate findings. Other side questions remain unanswered but could be picked up in further literature review and future data collection, e.g. \u201cHow does Japanese law directly affect the CL industry and consumers?\u201d and \u201cCan we close the loop on CL materials to contribute to a truly circular economy?\u201d.<\/p>\n\n\n\n

Issues around CL products and packaging<\/h4>\n\n\n\n

A second group of students looked at issues with CL design and packaging, as well as CL user behaviour. Whilst the papers reviewed partly overlapped with those of other groups, they took a different approach and identified 5 key findings.<\/p>\n\n\n\n

Simpler CL purchasing routes may reduce the chance to receive appropriate explanations<\/strong><\/p>\n\n\n\n

A recent survey shows that internet sales account for 40% of CL purchases, the highest percentage, followed by ophthalmology and ophthalmology-affiliated stores, and CL specialty stores. Despite the fact that CL are medical devices – including colour CL not intended for vision correction – they are often sold without a doctor’s prescription, partly due to the spread of online sales. While 80% of people are recommended to see an ophthalmologist at the time of purchase at ophthalmology departments, ophthalmology-affiliated stores, and CL specialty stores, approximately 60% of customers are not recommended to see a doctor at the time of purchase at online retailers. This reduces consumers\u2019 exposure to recommendations made at the time of purchase, which may in turn be linked to the incorrect use and disposal patterns recorded in other surveys.<\/p>\n\n\n\n

Eye damage may worsen due to failing to follow correct instructions <\/strong><\/p>\n\n\n\n

Many cases of inappropriate use and medical examination of CL in severe eye disorders are reported. In one study, more than 50% of severe cases did not observe the indicated period of use (i.e. using 1-day disposable CL for more than 1 day, or using 2-week replacement lenses for more than 2 weeks). Periodic check-ups are recommended every three months but are often not undertaken. In particular, 40% of those who purchase their lenses over the Internet answered that they only do check-ups every 2~3 years or longer. <\/p>\n\n\n\n

Low awareness of appropriate usage among colour lens users<\/strong><\/p>\n\n\n\n

The rate of eye examinations at the time of purchase is lower for coloured lenses than for clear lenses. A survey of junior high and high school students indicates that many do not receive eye examinations for coloured CL, especially before and after purchase. One in ten CL wearers suffers from eye disorders and the number of cases caused by wearing colored CLs is increasing. One of the main reasons for the poor compliance of colour CL wearers is thought to be that they do not visit an ophthalmologist before purchasing the products.<\/p>\n\n\n\n

Low interest in post-use treatment of CL<\/strong><\/p>\n\n\n\n

Many CL manufacturers are sensitive to the environmental impact of single-use CL. Coopervision Japan discusses their environmental policy on their website<\/a>, including measures for clear production and waste reduction. Menicon’s website (another CL manufacturer) mentions the problem of marine plastics in contact lenses. When the lenses go down the drain, they become microplastics and end up in the ocean. In fact, according to a survey by the Japan Contact Lens Association, 30% of people dispose of their contact lenses outside of rubbish bins.<\/p>\n\n\n\n

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The majority of CL users are female<\/strong><\/p>\n\n\n\n

A survey of elementary, junior high, and high school students showed a clearer gender difference in the percentage of CL use among junior high and high school students. Even among the youngest age groups, which are the most frequent users, there is a survey showing a higher percentage of women than men using CL. Many believe that CL give a better impression of appearance than eyeglasses, and this awareness of appearance may be one of the reasons for the gender difference in CL use. However, our students asked whether there may also be a gender difference in vision.<\/p>\n\n\n\n

Having collected and reviewed this background information, Group 2 is proposing two areas to explore and take their study forward: the impact of packaging design on consumer choices, and the potential benefit of being upfront about the environmental issues linked to CL usage, to test whether it would benefit the manufacturing companies. Research methods could include sensory evaluation experiments and further surveys. Also, a questionnaire followed by quantitative text analysis and other techniques could produce data on consumer choice based on the evaluation of alternative CL package designs.<\/p>\n\n\n\n

Japanese recycling policy for CL and plastics<\/h4>\n\n\n\n

The third group looked at recycling policy in Japan more broadly to provide context for the analysis of blister and CL waste issues and inform the team about the correct disposal behaviour.<\/p>\n\n\n\n

The students found that there is no recycling policy specific to blister packs: their recycling is led by private contact lens companies such as Eyecity<\/a>, not by public organisations. The Japanese government has a recycling policy for containers and packaging called the \u2018Container and packaging recycling law\u2019 and the 3R policy (Reduce, Reuse and Recycle). Currently plastic wastes in Japan are mainly burnt as fuel (i.e. thermal recycling), however a new 2022 policy called \u2018Circulation of plastic resources\u2019 aims to encourage the reuse and recycling of plastic resources. <\/p>\n\n\n\n

There are three methods for recycling plastics: material, chemical, and thermal recycling. According to the Plastic Waste Management Institute, in 2019 the ratio of \u201crecycled\u201d plastic waste was 85%. However, most plastic \u201crecycling\u201d in Japan is in fact thermal recycling. The problem with thermal recycling is that it does not reuse plastic resources for new materials or products. <\/p>\n\n\n\n

In addition to national policy, specific rules of garbage separation are fixed by local governments. There are no special recycling rules for blister packs and contact lenses, so it depends on local governments to set garbage separation rules for contact lenses and blister packs. People rarely recognize these products as recyclable, and only less than 1% of them are properly recycled. Even those who follow the general plastic package recycling rules may accidentally discard their contact lenses incorrectly. For example, soft CL can easily harden and break into pieces and are recommended to be wrapped in tissue or similar before simply discarding them in the bin. Therefore, private companies like Eyecity are now implementing projects to try to collect and recycle blister packs. Some local governments are collaborating with these recycling projects led by private companies.<\/p>\n\n\n\n

Even though private companies are leading the efforts to recycle blister packs, their impact is widespread and visible to the public. Eyecity\u2019s eco-project is collecting blister packs to reuse them as recycled polypropylene. Eyecity\u2019s boxes collect blister packs at each Eyecity store or local city hall. They are collaborating with some local governments and with public schools to disseminate info and make a large impact on society. In 2022, 1940 schools, 29 local governments, and 835 private companies collaborated with this project. The company also donates profits to the Japan Eye Bank Association. From a company-led initiative, the project is growing into a more public activity involving schools and public and welfare organisations.<\/p>\n\n\n\n

\"\"<\/figure><\/div>\n\n\n\n

Under the Containers and Packaging Recycling Law, containers and packaging made of plastic, PET bottles, and other materials must have a sign specifying the material to promote consumers, municipalities, and manufacturers to contribute to recycling. Having conducted this initial review, the students\u2019 group is now working on questions around the impact of introducing the recycling sign on the blister package. After literature review on semiotic and scientific communication, a controlled experiment would test the effect of various design options. <\/p>\n\n\n\n

Doctoral students more familiar with design research practices are proposing a second research question: how the company could benefit from the co-speculation on a ‘non contact lenses future’ with users. One approach would employ comparative and SWOT analyses to learn from companies that are undergoing or have experienced a transition to a sustainable development model. The other approach would be about conducting design practices to co-create speculative artifacts with consumers. Observation and semi-structured interviews would be carried out to understand the design practices’ impact on consumer perspectives about CL usage.<\/p>\n\n\n\n

Recent developments and Next steps<\/h4>\n\n\n\n

A week after presenting these reviews to the team, the students explained more clearly their research goals, covering elements of product design and consumer behaviours around single-use lenses. The teachers provided assistance on the topic and, more generally, addressed some gaps in the student\u2019s knowledge of the research process. In particular, the conversations went back and forth between formulating more precise, relevant questions and proposing attainable methods that could answer them satisfactorily within the available means and time frame. The session eventually pointed out the need to introduce a more formal definition of \u201cresearch methods\u201d, explaining the role in the overall process and their relationship with other components (e.g. theoretical framework, assumptions, research design). In fact, having the entire lab working on Project Vision creates an opportunity for collectively putting into practice the research knowledge and skills the students require for their individual studies. Once a gap is highlighted, the project also offers a context to put any theoretical training into practice, for instance by applying any considerations on \u201cmethods\u201d directly to the group discussions. <\/p>\n\n\n\n

In our last session we refined some of our initial questions and agreed that a well-designed, extensive questionnaire is likely to answer some common points raised by the students. The findings would likely address aspects that remain unclear in existing literature. Working as one team again, the next steps will see the students and teachers developing a questionnaire together, agreeing on the sampling strategy and planning its implementation later in the summer. Using a Miro board will ensure some communication to continue over the summer break, ready for our conversations to fully resume again in September. <\/p>\n\n\n\n

\u53c2\u8003\u6587\u732e – References<\/h3>\n\n\n\n

\u65e5\u672c\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u5354\u4f1a. \u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u306e\u6b63\u3057\u3044\u6368\u3066\u65b9. \u65e5\u672c\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u5354\u4f1a\u30db\u30fc\u30e0\u30da\u30fc\u30b8, 2019. (link)<\/a><\/p>\n\n\n\n

\u30a2\u30ec\u30eb\u30ae\u30fc\u6027\u7d50\u819c\u708e ~\u5b66\u6821\u4fdd\u5065\u306e\u7acb\u5834\u304b\u3089~<\/a>. \u5927\u5206\u770c\u773c\u79d1\u533b\u4f1a\u4f1a\u9577\u30fb\u65e5\u672c\u773c\u79d1\u533b\u4f1a\u7406\u4e8b. 2000-2015<\/p>\n\n\n\n

\u682a\u5f0f\u4f1a\u793e\u30d1\u30ec\u30f3\u30c6.\u3010\u30a2\u30f3\u30b1\u30fc\u30c8\u7d50\u679c\u3011\u30b3\u30ed\u30ca\u798d\u306e\u751f\u6d3b\u69d8\u5f0f\u3068\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u4f7f\u7528\u306e\u5909\u5316\u306b\u3064\u3044\u3066 \u300c\u30cd\u30c3\u30c8\u901a\u8ca9\u3067\u8cfc\u5165\u300d\u306851.0%\u304c\u56de\u7b54\u3001\u773c\u79d1\u30fb\u5e97\u8217\u3067\u306e\u8cfc\u5165\u3092\u4e0a\u56de\u308b!. 2021 (link)<\/a><\/p>\n\n\n\n

\u6d88\u8cbb\u8005\u5e81\u3001\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u306b\u3088\u308b\u773c\u969c\u5bb3\u306b\u3064\u3044\u3066(\u4ee4\u548c3\u5e749\u670810\u65e5) (link)<\/a><\/p>\n\n\n\n

\u65e5\u672c\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u5b66\u4f1a\u300c\u30ab\u30e9\u30fc\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u306b\u3088\u308b\u773c\u969c\u5bb3\u306e\u5b9f\u614b\u300d(link)<\/a><\/p>\n\n\n\n

\u65e5\u672c\u773c\u79d1\u533b\u4f1a(2019) \u5e73\u6210 30 \u5e74\u5ea6\u5b66\u6821\u73fe\u5834\u3067\u306e\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u4f7f\u7528\u72b6\u6cc1\u8abf\u67fb (link)<\/a><\/p>\n\n\n\n

\u65e5\u672c\u773c\u79d1\u5b66\u4f1a\u3001\u75c5\u540d\u304b\u3089\u8abf\u3079\u308b\u3001\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u969c\u5bb3 (link)<\/a><\/p>\n\n\n\n

\u65e5\u672c\u7d4c\u6e08\u65b0\u805e\u3001\u30b3\u30f3\u30bf\u30af\u30c8\u300c\u30b4\u30df\u7bb1\u4ee5\u5916\u306b\u5ec3\u68c4\u300d3\u5272\u3001\u74b0\u5883\u5f71\u97ff\u306b\u61f8\u5ff5 (link)<\/a><\/p>\n\n\n\n

\u53c2\u5929\u88fd\u85ac\u682a\u5f0f\u4f1a\u793e\u3001\u300c\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u300d\u306b\u95a2\u3059\u308b\u610f\u8b58\u30fb\u5b9f\u614b\u8abf\u67fb(2016.04.25) (link)<\/a> (PDF URL)<\/a> <\/p>\n\n\n\n

ACUVUE\u3001\u300c\u773c\u79d1\u3078\u884c\u3053\u3046!\u300d \u773c\u79d1\u3067\u306e\u5b9a\u671f\u691c\u67fb\u3092\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u8cfc\u5165\u8005\u306e4\u5272\u304c\u300c2~3\u5e74\u306b1\u56de\u4ee5\u4e0b\u300d\u3057\u304b\u773c\u79d1\u53d7\u8a3a\u305b\u305a~\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u30e6\u30fc\u30b6\u30fc1000\u4eba\u306e\u30a2\u30f3\u30b1\u30fc\u30c8\u8abf\u67fb\u7d50\u679c\u3088\u308a~ (2014.05.08) (link)<\/a> (PDF URL)<\/a><\/p>\n\n\n\n

ACUVUE\u3001\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u3092\u4f7f\u7528\u3059\u308b\u306a\u3089\u5fc5\u305a\u773c\u79d1\u306e\u5b9a\u671f\u691c\u8a3a\u3092\u53d7\u3051\u307e\u3057\u3087\u3046 (link)<\/a><\/p>\n\n\n\n

Cope JR, Collier SA, Nethercut H, Jones JM, Yates K, Yoder JS. Risk Behaviors for contact lens\u2013related eye infections among adults and adolescents \u2014 United States, 2016.<\/a> MMWR Morb Mortal Wkly Rep. 2017;66(32):841-5.<\/p>\n\n\n\n

GFK\u3001\u300c\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u5229\u7528\u5b9f\u614b\u8abf\u67fb\u300d\u30d3\u30e5\u30fc\u30c6\u30a3\u30fc\u30ec\u30f3\u30ba\u306e\u4f7f\u7528\u3001\u5b89\u5168\u6027\u3092\u610f\u8b58 (2016.04.25) (link)<\/a><\/p>\n\n\n\n

Hoya Corporation. (n.d.). Eyecity Eco Project.<\/em> (link)<\/a><\/p>\n\n\n\n

Japan Contact Lens Association. (n.d.). A Correct way of how to throw away contact lenses.<\/em> (link)<\/a><\/p>\n\n\n\n

Menicon\u3001\u30ec\u30f3\u30ba\u5bb9\u5668\u306e\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u4f7f\u7528\u91cf\u3092\u7d0480%\u524a\u6e1b\u3057\u305f\u30b3\u30f3\u30bf\u30af\u30c8\u30ec\u30f3\u30ba\u300cMagic\u300d(link)<\/a><\/p>\n\n\n\n

Ministry of Economy, Trade and Industry. (2004). Containers and Packaging Recycling Law.<\/em> (link)<\/a><\/p>\n\n\n\n

Ono K, Murakami A, Haishima Y. A web-based survey of contact lens-related adverse events among the Japanese female population<\/a>. Scientific Reports, 2021, 11(1): 1-7.<\/p>\n\n\n\n

Plastic Waste Management Institute. (n.d.). A variety of pamphlets.<\/em> (link)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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