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National Institute of Agro-Environmental Sciences
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\u9ad8\u7530\u3000\u88d5\u4ecb<\/a>
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\u9ad8\u6a4b\u3000\u884c\u7d99<\/a><\/p>\n\n\n\n

\u3000<\/p>\n\n\n\n

\u3000<\/p>\n\n\n\n

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AI\uff0d\u571f\u58cc\u56f3\u306e\u958b\u767a\u3068\u305d\u306e\u5229\u6d3b\u7528<\/h2>\n\n\n\n

National Institute of Agro-Environmental Sciences
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\u9ad8\u7530\u3000\u88d5\u4ecb<\/p>\n\n\n\n

Introduction<\/h3>\n\n\n\n

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\uff12\uff0eAI\uff0d\u571f\u58cc\u56f3\u958b\u767a<\/h3>\n\n\n\n

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

\uff13\uff0eAI\uff0d\u571f\u58cc\u56f3\u306e\u914d\u4fe1\uff08WAGRI-API\uff09<\/h3>\n\n\n\n

\u3000\u958b\u767a\u3057\u305fAI\uff0d\u571f\u58cc\u56f3\u306f\uff0c2023\u5e74\uff14\u6708\u304b\u3089\u8fb2\u696d\u30c7\u30fc\u30bf\u9023\u643a\u57fa\u76e4WAGRI\u3088\u308aAI\uff0d\u571f\u58cc\u56f3\u60c5\u5831\u4ed8\u4e0e\u6e08\u7b46\u30dd\u30ea\u30b4\u30f3\u53d6\u5f97API\uff08API\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u7565\uff09\u3068\u3057\u3066\u30c7\u30fc\u30bf\u914d\u4fe1\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306eAPI\u306fWAGRI\u4f1a\u54e1\u4f01\u696d\u5411\u3051\u306b\u958b\u767a\u3055\u308c\u305f\u3082\u306e\u3067\u3042\u308a\uff0cWAGRI\u4f1a\u54e1\u4f01\u696d\u304c\u4e0a\u5e02\u3057\u3066\u3044\u308b\u55b6\u8fb2\u652f\u63f4\u30bd\u30d5\u30c8\u4e0a\u304b\u3089\u7def\u5ea6\u7d4c\u5ea6\u306a\u3069\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u5165\u529b\u3059\u308b\u3068\uff0cAI\uff0d\u571f\u58cc\u56f3\u304b\u3089\u571f\u58cc\u306e\u5206\u985e\u540d\u3092\u8abf\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3067\u3042\u308b\u3002<\/p>\n\n\n\n

\uff14\uff0e\u4e00\u7b46\u6bce\u306b\u571f\u58cc\u6e29\u5ea6\u30fb\u6c34\u5206\u3092\u898b\u3048\u308b\u5316<\/h3>\n\n\n\n

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

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

\uff16\uff0e\u6709\u6a5f\u8cea\u8cc7\u6750\u306e\u80a5\u52b9\u306b\u3088\u308b\u5316\u5b66\u80a5\u6599\u524a\u6e1b\u5b9f\u8a3c\u8a66\u9a13<\/h3>\n\n\n\n

\u3000\u672c\u7814\u7a76\u3067\u958b\u767a\u3057\u305f\u6709\u6a5f\u8cea\u8cc7\u6750\u306e\u80a5\u52b9\u898b\u3048\u308b\u5316API\u306e\u6709\u7528\u6027\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\uff0c2023\u5e74\u5ea6\u304b\u3089\u5168\u56fd17\u9053\u770c\uff08\u5317\u6d77\u9053\uff0c\u9752\u68ee\u770c\uff0c\u5ca9\u624b\u770c\uff0c\u79cb\u7530\u770c\uff0c\u8328\u57ce\u770c\uff0c\u6803\u6728\u770c\uff0c\u7fa4\u99ac\u770c\uff0c\u5343\u8449\u770c\uff0c\u795e\u5948\u5ddd\u770c\uff0c\u65b0\u6f5f\u770c\uff0c\u611b\u77e5\u770c\uff0c\u6ecb\u8cc0\u770c\uff0c\u5175\u5eab\u770c\uff0c\u5c71\u53e3\u770c\uff0c\u9577\u5d0e\u770c\uff0c\u9e7f\u5150\u5cf6\u770c\uff0c\u6c96\u7e04\u770c\uff09\u306e\u516c\u8a2d\u8a66\u9a13\u5834\u3068\u9023\u643a\u3057\u3066\uff0c\u6c34\u7a32\u304a\u3088\u307310\u306e\u7551\u4f5c\u7269\uff08\u30ad\u30e3\u30d9\u30c4\uff0c\u30ec\u30bf\u30b9\uff0c\u30bf\u30de\u30cd\u30ae\uff0c\u30db\u30a6\u30ec\u30f3\u30bd\u30a6\uff0c\u30b3\u30de\u30c4\u30ca\uff0c\u30cb\u30f3\u30b8\u30f3\uff0c\u30ab\u30f3\u30b7\u30e7\uff0c\u30b9\u30a4\u30fc\u30c8\u30b3\u30fc\u30f3\uff0c\u30d6\u30ed\u30c3\u30b3\u30ea\u30fc\uff0c\u30ad\u30af\uff09\u3068\u6709\u6a5f\u8cea\u8cc7\u6750\u306e\u7a2e\u985e\u7b49\u3092\u7d44\u307f\u5408\u308f\u305b\u305f48\u4e8b\u4f8b\u306b\u304a\u3044\u3066\u5b9f\u8a3c\u8a66\u9a13\u3092\u884c\u3063\u305f\u3002\u5b9f\u8a3c\u8a66\u9a13\u3067\u306f\uff0c\u65bd\u7528\u3059\u308b\u6709\u6a5f\u8cea\u8cc7\u6750\u306e\u7a92\u7d20\u30fb\u30ea\u30f3\u9178\u30fb\u30ab\u30ea\u30a6\u30e0\u306e\u80a5\u52b9\u3092\u53ef\u8996\u5316\u3057\uff0c\u305d\u306e\u80a5\u52b9\u5206\u3092\u5404\u516c\u8a2d\u8a66\u9a13\u5834\u304c\u72ec\u81ea\u306b\u5b9a\u3081\u308b\u4f5c\u76ee\u3054\u3068\u306e\u6a19\u6e96\u65bd\u80a5\u91cf\u304b\u3089\u5dee\u3057\u5f15\u304f\u3053\u3068\u3067\uff0c\u5316\u5b66\u80a5\u6599\u306e\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u3057\u305f\u51e6\u7406\u533a\u3092\u8a2d\u7f6e\u3057\u305f\u300248\u4e8b\u4f8b\u3067\u306e\u5316\u5b66\u80a5\u6599\u524a\u6e1b\u7387\u306f\u5e73\u5747\u306748\uff05\uff08\u7a92\u7d2025\uff05\uff0c\u30ea\u30f3\u917869\uff05\uff0c\u30ab\u30ea\u30a6\u30e054\uff05\uff09\u3067\u3042\u3063\u305f\u3002\u4f5c\u7269\u53ce\u91cf\u306b\u3064\u3044\u3066\uff0c\u6a19\u6e96\u65bd\u80a5\u91cf\u533a\uff08\u5316\u5b66\u80a5\u6599\u5358\u7528\uff09\u3068\u5316\u5b66\u80a5\u6599\u524a\u6e1b\u533a\uff08\u6709\u6a5f\u8cea\u8cc7\u6750\u65bd\u7528\u533a\uff09\u3068\u3092\u6bd4\u8f03\u3059\u308b\u3068\uff0c\u6a19\u6e96\u65bd\u80a5\u91cf\u533a\u306e\u53ce\u91cf\u3092100\u3068\u3057\u305f\u5834\u5408\uff0c\u5316\u5b66\u80a5\u6599\u524a\u6e1b\u533a\u3067\u53ce\u91cf\u306f105\u3068\u306a\u308a\uff0c\u6709\u6a5f\u8cea\u8cc7\u6750\u306e\u80a5\u52b9\u3092\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\u4f5c\u7269\u53ce\u91cf\u3092\u7dad\u6301\u3057\u3064\u3064\uff0c\u5316\u5b66\u80a5\u6599\u4f7f\u7528\u91cf\u309230\uff05\u4ee5\u4e0a\u524a\u6e1b\u3067\u304d\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u305f\u3002<\/p>\n\n\n\n

Acknowledgements<\/h3>\n\n\n\n

\u3000\u672c\u7814\u7a76\u306e\u4e00\u90e8\u306f\u751f\u7814\u652f\u63f4\u30bb\u30f3\u30bf\u30fc\u300c\u30aa\u30fc\u30d7\u30f3\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u7814\u7a76\u30fb\u5b9f\u7528\u5316\u63a8\u9032\u4e8b\u696d\u300d\uff08JPJ011937\uff09\u306e\u652f\u63f4\u3092\u53d7\u3051\u3066\u884c\u3063\u305f\u3002<\/p>\n\n\n\n

\u3000<\/p>\n\n\n\n

\u3000<\/p>\n\n\n\n

\u82d7\u7bb1\u307e\u304b\u305b\u300d\u306b\u95a2\u308f\u308b\u7814\u7a76\u3092\u632f\u308a\u8fd4\u3063\u3066\uff08\uff13\uff09
\uff0d\u7a32\u9ea6\u4e8c\u6bdb\u4f5c\u5730\u5e2f\u306b\u304a\u3051\u308b\u6c34\u7a32\u80b2\u82d7\u7bb1\u5168\u91cf
\u57fa\u80a5\u5c02\u7528\u80a5\u6599\u300c\u82d7\u7bb1\u307e\u304b\u305b\u300d\u306b\u3088\u308b\u672c\u7530\u683d\u57f9\uff0d<\/h2>\n\n\n\n

\u5b87\u90fd\u5bae\u5927\u5b66\u8fb2\u5b66\u90e8\u9644\u5c5e\u8fb2\u5834
\u9ad8\u6a4b\u3000\u884c\u7d99<\/p>\n\n\n\n

Introduction<\/h3>\n\n\n\n

\u3000\u6c34\u7a32\u80b2\u82d7\u7bb1\u5168\u91cf\u57fa\u80a5\uff08\u4ee5\u4e0b\uff0c\u7bb1\u5168\u91cf\uff09\u683d\u57f9\u306f\uff0c\u672c\u7530\u751f\u80b2\u306b\u5fc5\u8981\u306a\u80a5\u6599\u6210\u5206\u3092\u80b2\u82d7\u7bb1\u306b\u64ad\u7a2e\u6642\u306b\u5168\u91cf\u6295\u5165\u3057\uff0c\u672c\u7530\u65bd\u80a5\u3092\u7701\u7565\u3059\u308b\u6280\u8853\u3067\u3042\u308b\u3002\u65e2\u5831\u306e\u901a\u308a\uff0c\u672c\u6280\u8853\u3067\u306f\u80a5\u6599\u306b\u304d\u308f\u3081\u3066\u9ad8\u3044\u6eb6\u51fa\u7cbe\u5ea6\u304c\u8981\u6c42\u3055\u308c\uff0c\u30b8\u30a7\u30a4\u30ab\u30e0\u30a2\u30b0\u30ea\uff08\u682a\uff09\u304b\u3089\u767a\u58f2\u3055\u308c\u3066\u3044\u308b\u300c\u82d7\u7bb1\u307e\u304b\u305b\u300d\u304c\u552f\u4e00\u306e\u5c02\u7528\u80a5\u6599\u3067\u3042\u308b\u3002\u7bb1\u5168\u91cf\u306f\u6771\u5317\u5730\u65b9\u304c\u767a\u7965\u306e\u5730\u3067\u3042\u308b\u304c\uff0c\u7fa4\u99ac\u770c\u306e\u3088\u3046\u306a\u7a32\u9ea6\u4e8c\u6bdb\u4f5c\u4f53\u7cfb\u304c\u4e2d\u5fc3\u3067\uff0c\uff16\u6708\u4e2d\u4e0b\u65ec\u6c34\u7a32\u79fb\u690d\u306e\u5730\u57df\u3067\u306f\u3042\u307e\u308a\u666e\u53ca\u3057\u3066\u3044\u306a\u3044\u3002\u4e00\u9023\u306e\u7814\u7a76\u3067\u306f\u7fa4\u99ac\u770c\u306e\u3088\u3046\u306a\u6c34\u7a32\u6669\u690d\u5730\u5e2f\u3067\u7bb1\u5168\u91cf\u306e\u5c0e\u5165\u306b\u3088\u3063\u3066\u7701\u529b\u5316\u3092\u56f3\u308a\uff0c\u304b\u3064\u57fa\u80a5\uff0b\u8ffd\u80a5\u306e\u6a19\u6e96\u65bd\u80a5\u4f53\u7cfb\u3068\u307b\u307c\u540c\u7b49\u306e\u53ce\u91cf\uff0c\u54c1\u8cea\u3092\u5f97\u308b\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u3066\u304d\u305f\u3002\u524d\u56de\u306f\u30d7\u30fc\u30eb\u80b2\u82d7\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u5831\u544a\u3092\u3057\u305f\u3002\u4eca\u56de\u306f\u82d7\u7bb1\u307e\u304b\u305b\u3092\u4f9b\u8a66\u3057\u305f\u672c\u7530\u683d\u57f9\u3092\u5b9f\u65bd\u3057\u3066\u5f93\u6765\u306e\u57fa\u80a5\uff0b\u8ffd\u80a5\u306e\u6a19\u6e96\u683d\u57f9\u3068\u6bd4\u8f03\u3057\uff0c\u751f\u80b2\u3084\u53ce\u91cf\uff0c\u54c1\u8cea\u7b49\u306e\u7279\u6027\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u305f\u7d50\u679c\u3092\u5831\u544a\u3059\u308b\u3002<\/p>\n\n\n\n

2. Testing Method<\/h3>\n\n\n\n

\u3000\u8a66\u9a13\u306f1999\uff5e2002\u5e74\u306e\uff14\u304b\u5e74\uff0c\u7fa4\u99ac\u770c\u8fb2\u696d\u8a66\u9a13\u5834\u6771\u90e8\u652f\u5834\uff08\u5f53\u6642\u306e\u540d\u79f0\uff09\u3067\u5b9f\u65bd\u3057\u305f\u3002\u8a66\u9a13\u533a\u306e\u69cb\u6210\u3092\u8868\uff11\u306b\u793a\u3057\u305f\u3002\u7bb1\u5168\u91cf\u5404\u533a\u306b\u306f\u300c\u82d7\u7bb1\u307e\u304b\u305bNK301-100\u300d\uff08\u4ee5\u4e0b\uff0c\u5358\u306b\u82d7\u7bb1\u307e\u304b\u305b\uff09\u3092\u4f9b\u8a66\u3057\u305f\u3002\u672c\u80a5\u6599\u306e\u7a92\u7d20\uff0d\u71d0\u9178\uff0d\u52a0\u91cc\u306e\u4fdd\u8a3c\u6210\u5206\u91cf(\u4ee5\u4e0b\uff0c\uff13\u6210\u5206\u6bd4\uff09\u306f30-0\u201210\uff05\u3067\u3042\u308b\u3002\u6a19\u6e96\u533a\u306f\u5f53\u5730\u57df\u3067\u666e\u53ca\u3057\u3066\u3044\u308b\u57fa\u80a5\uff0b\u8ffd\u80a5\uff08\u6982\u306d\u51fa\u7a4220\u65e5\u524d\u306b\uff11\u56de\u65bd\u7528\uff09\u306e\u4f53\u7cfb\u3068\u3057\uff0c\u57fa\u80a5\u306f\u7a32\u9ea6\u5c02\u7528\u8907\u5408\u5316\u6210486\uff0814-18-16\uff05\uff09\uff0c\u8ffd\u80a5\u306fNK\u5316\u6210\uff0817-0-16\uff05\uff09\u3092\u4f9b\u8a66\u3057\u305f\u3002\u7bb1\u5168\u91cf\u5404\u533a\u306e\u80b2\u82d7\u7bb1\u5185\u306e\u65bd\u7528\u4f4d\u7f6e\u306f\u7bb1\u5e95\u9762\u304b\u3089\u80a5\u6599\uff0c\u57f9\u571f\u306e\u9806\u306b\u914d\u7f6e\u3057\u305f\u4e0b\u5c64\u533a\u3068\u305d\u306e\u53cd\u5bfe\u306e\u914d\u7f6e\u306b\u3057\u305f\u4e0a\u5c64\u533a\u306e\uff12\u7a2e\u985e\u3068\u3057\u305f\u3002\u3053\u306e\u4ed6\u306b\u57f9\u571f\u3068\u80a5\u6599\u3092\u6df7\u5408\u65bd\u7528\u3059\u308b\u6df7\u5408\u533a\u306b\u3064\u3044\u3066\u3082\u691c\u8a0e\u3092\u884c\u3044\uff0c1999\u5e74\u306f\u4e0b\u5c64\u533a\u3068\u6df7\u5408\u533a\uff0c2000\u5e74\u306f\u4e0a\u5c64\u533a\u3068\u4e0b\u5c64\u533a\u3092\u8a2d\u3051\u3066\u6bd4\u8f03\u691c\u8a0e\u3092\u5b9f\u65bd\u3057\u305f\u3002<\/p>\n\n\n

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

\u3000\u65bd\u80a5\u91cf\u306f\u6a19\u6e96\u533a\u306e\u57fa\u80a5\u3068\u8ffd\u80a5\u306e\u5408\u8a08\u7a92\u7d20\u91cf\u306e35\uff05\u6e1b\uff08\u5317\u6751\u30fb\u4eca\u4e95 1995\uff0c\u5e84\u5b50 1999\uff09\u3068\u3057\u3066\uff0c10a\u5f53\u305f\u308a\u306e\u4f7f\u7528\u7bb1\u6570\u309230\u679a\u3068\u3057\u3066\u8a08\u7b97\u3057\u305f\u3002\u306a\u304a\uff0c\u8868\uff11\u306b\u793a\u3057\u305f\u65bd\u80a5\u91cf\uff0c\u6e1b\u80a5\u7387\u306f\u79fb\u690d\u4f5c\u696d\u5f8c\u306b\u6b8b\u3063\u305f\u82d7\u30de\u30c3\u30c8\u306e\u91cf\u3068\u79fb\u690d\u9762\u7a4d\u304b\u3089\u63a8\u5b9a\u3057\u305f\u6570\u5024\u3067\u3042\u308b\u3002
\u3000\u672c\u7530\u79fb\u690d\u5f8c\u306e\u751f\u80b2\u8abf\u67fb\u3092\u6982\u306d\u79fb\u690d\u5f8c20\u65e5\u76ee\u306840\u65e5\u76ee\uff08\u4ee5\u4e0b\uff0c\u305d\u308c\u305e\u308c20\u65e5\u8abf\u67fb\uff0c40\u65e5\u8abf\u67fb\uff09\u306b\uff11\u8a66\u9a13\u533a\uff12\u304b\u6240\u540410\u682a\uff0c\u8a0820\u682a\u306b\u3064\u3044\u3066\u8349\u4e08\uff0c\u830e\u6570\u3068\u8449\u8272\u3092\u8abf\u67fb\u3057\u305f\u3002\u307e\u305f\uff0c\u6210\u719f\u671f\u8abf\u67fb\u3068\u3057\u3066\u50be\u7a42\u671f\uff5e\u4e73\u719f\u671f\u306e\uff19\u6708\u4e2d\u65ec\u306b\u7a08\u9577\uff0c\u7a42\u9577\u3092\u751f\u80b2\u8abf\u67fb\u3068\u540c\u3058\u8abf\u67fb\u500b\u4f53\u3067\u5b9f\u65bd\u3057\u305f\u3002\u53ce\u7a6b\u4f5c\u696d\u306f\uff11\u8a66\u9a13\u533a\u306b\u3064\u304d\uff12\u304b\u6240\uff08\uff14\u6761\u309210\u682a\uff09\u540440\u682a\uff0c\u8a0880\u682a\u3092\u53ce\u7a6b\u3057\u3066\u5168\u3066\u306e\u7a42\u6570\u3092\u8abf\u67fb\u3057\u305f\u3002\u53ce\u7a6b\u30b5\u30f3\u30d7\u30eb\u4e7e\u71e5\u5f8c\u306b\u8131\u7a40\u7c7e\u647a\u308a\u4f5c\u696d\u3092\u5b9f\u65bd\u3057\u3066\u7c7e\u6570\uff0c\u7384\u7c73\u91cd\uff0c\u5343\u7c92\u91cd\uff0c\u7384\u7c73\u306e\u7c97\u86cb\u767d\u8cea\u542b\u6709\u91cf\u7b49\u3092\u6e2c\u5b9a\u3057\u305f\u3002\u8449\u8272\u306f\u79fb\u690d\u5f8c\u304b\u3089\u6210\u719f\u671f\u307e\u3067\u9069\u5b9c\u8449\u7dd1\u7d20\u8a08\uff08SPAD502\uff0c\u30b3\u30cb\u30ab\u30df\u30ce\u30eb\u30bf\u793e\u88fd\uff09\u306b\u3088\u3063\u3066\u6700\u4e0a\u4f4d\u5c55\u958b\u8449\u306e\u5148\u7aef\u304b\u308910cm\u4ed8\u8fd1\u306e\u4e2d\u808b\u3092\u907f\u3051\u3066\u6e2c\u5b9a\u3057\u305f\u3002\u8449\u8272\u8abf\u67fb\u306f\u79fb\u690d\u5f8c30\u65e5\u76ee\u304b\u308915\u65e5\u9593\u9694\uff0c2001\u5e74\u306e\u307f\u540c20\u65e5\u76ee\u304b\u308920\uff5e45\u65e5\u9593\u9694\u3067\u53ce\u7a6b\u524d\u306e\u79fb\u690d\u5f8c105\u65e5\u76ee\u307e\u3067\u5b9a\u671f\u7684\u306b\u5b9f\u65bd\u3057\u305f\u3002<\/p>\n\n\n\n

3. test results<\/h3>\n\n\n\n

\u3000\u7bb1\u5168\u91cf\u5404\u533a\u306e\u8a2d\u8a08\u65bd\u80a5\u91cf\u306f\u7a92\u7d20\u6210\u5206\u3067\u6a19\u6e96\u533a\u306e\u57fa\u80a5\uff0b\u8ffd\u80a5\u91cf\u306e35\uff05\u6e1b\u3068\u3057\u305f\u304c\uff0c\u5b9f\u6e2c\u304b\u30891999\uff0c2000\u5e74\u306f38\uff05\u304a\u3088\u307340\uff05\u6e1b\uff0c2001\uff0c2002\u5e74\u306f\u305d\u308c\u305e\u308c\uff10\uff05\uff0c50\uff05\u6e1b\u3067\u3042\u3063\u305f\uff08\u8868\uff11\uff09\u30021999\uff0c2001\u5e74\u306e\u79fb\u690d\u5f8c20\u65e5\u76ee\u8abf\u67fb\u306e\u7bb1\u5168\u91cf\u5404\u533a\u306e\u8349\u4e08\u306f\u6a19\u6e96\u533a\u3092\u4e0a\u56de\u3063\u305f\u30022001\u5e74\u306e\u7bb1\u5168\u91cf\u533a\u306f40.7cm\u3068\u306a\u308a\uff0c\u6a19\u6e96\u533a\u306e35.2cm\u3092\u6709\u610f\u306b\u4e0a\u56de\u3063\u305f\u3002\u4e00\u65b9\uff0c2000\u5e74\u30682002\u5e74\u306e\u8349\u4e08\u306f\u6a19\u6e96\u533a\u3092\u4e0b\u56de\u308a\uff0c2000\u5e74\u306e\u7bb1\u5168\u91cf\uff08\u4e0b\u5c64\uff09\u533a\u306f\u6a19\u6e96\u533a\u3088\u308a\uff12cm\u307b\u3069\u6709\u610f\u306b\u4e0b\u56de\u3063\u305f\u3002
\u3000\u540c20\u65e5\u76ee\u8abf\u67fb\u306e\u7bb1\u5168\u91cf\u5404\u533a\u306e\u830e\u6570\u306f1999\u5e74\u306e\u6df7\u5408\u533a\u3092\u9664\u3044\u3066\uff14\u304b\u5e74\u3068\u3082\u306b\u6a19\u6e96\u533a\u3092\u4e0b\u56de\u308b\u50be\u5411\u306b\u3042\u308a\uff0c2000\u5e74\u306f\u6a19\u6e96\u533a\u306b\u5bfe\u3057\u3066\u6709\u610f\u306b\u6e1b\u5c11\u3057\u305f\u3002\u307e\u305f\uff0c\u540c40\u65e5\u76ee\u8abf\u67fb\u306e\u7bb1\u5168\u91cf\u5404\u533a\u306e\u8349\u4e08\uff0c\u830e\u6570\u306f2001\u5e74\u3092\u9664\u3044\u3066\u6a19\u6e96\u533a\u3092\u4e0b\u56de\u3063\u305f\u3002\u7279\u306b2000\u5e74\u306f\u7bb1\u5168\u91cf\u5404\u533a\u306e\u8349\u4e08\u304c\u6a19\u6e96\u533a\u306e82.7cm\u306b\u5bfe\u3057\u306677.4cm\u306877.0cm\uff0c\u830e\u6570\u3082\u6a19\u6e96\u533a\u306e535\u672c\/m2<\/sup>\u306b\u5bfe\u3057452\uff0c450\u672c\/m2<\/sup>\u3068\u306a\u308a\uff0c\u8349\u4e08\uff0c\u830e\u6570\u5171\u306b\u6709\u610f\u306b\u4e0b\u56de\u3063\u305f\uff08\u8868\uff12\uff09\u3002\u3053\u306e\u4ed6\uff0c\u5404\u5e74\u3068\u3082\u306b\u51fa\u7a42\u671f\uff0c\u6210\u719f\u671f\u306e\u8a66\u9a13\u533a\u9593\u5dee\u306f\u307b\u3068\u3093\u3069\u8a8d\u3081\u3089\u308c\u305a\uff0c\u6700\u5927\u3067\u3082\uff11\u65e5\u4ee5\u5185\uff0c\u5012\u4f0f\u3082\u307b\u3068\u3093\u3069\u767a\u751f\u3057\u306a\u304b\u3063\u305f\uff08\u30c7\u30fc\u30bf\u7701\u7565\uff09\u3002<\/p>\n\n\n

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

\u3000\uff14\u304b\u5e74\u306e\u8449\u8272\u63a8\u79fb\u3092\u56f3\uff11\u306b\u793a\u3057\u305f\u300238\uff5e40\uff05\u6e1b\u80a5\u306e1999\uff0c2000\u5e74\u306f\u7bb1\u5168\u91cf\u5404\u533a\u3068\u6a19\u6e96\u533a\u306e\u8449\u8272\u306f\u307b\u307c\u540c\u69d8\u306e\u63a8\u79fb\u3092\u793a\u3057\u305f\u3002\uff10\uff05\u6e1b\u80a5\u306e2001\u5e74\u306f\u672c\u7530\u751f\u80b2\u524d\u534a\u306b\u7bb1\u5168\u91cf\u533a\u306e\u8449\u8272\u304c\u9ad8\u304b\u3063\u305f\u70b9\u304c\u7279\u5fb4\u7684\u3067\u3042\u3063\u305f\u300250\uff05\u6e1b\u80a5\u306e2002\u5e74\u306f\u751f\u80b2\u671f\u9593\u5168\u822c\u3092\u901a\u3058\u3066\u6a19\u6e96\u533a\u3088\u308a\u3082\u7bb1\u5168\u91cf\u533a\u306e\u8449\u8272\u306e\u4f4e\u3044\u50be\u5411\u304c\u76ee\u7acb\u3063\u305f\u3002<\/p>\n\n\n

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

\u3000\uff14\u304b\u5e74\u3068\u3082\u306b\u7bb1\u5168\u91cf\u5404\u533a\u306e\u6709\u52b9\u830e\u6b69\u5408\u306f\u6a19\u6e96\u533a\u3068\u6982\u306d\u540c\u7b49\u4ee5\u4e0a\u306b\u306a\u3063\u305f\u304c\uff0c\u7a42\u6570\u306f2001\u5e74\u3092\u9664\u304d\u4e0b\u56de\u3063\u305f\uff08\u8868\uff12\uff09\u3002\u5168\u7c7e\u6570\u306f2002\u5e74\u3092\u9664\u3044\u3066\u6a19\u6e96\u533a\u3068\u307b\u307c\u540c\u7b49\u304b\u4e0a\u56de\u308a\uff0c\u767b\u719f\u6b69\u5408\u306f2001\uff0c2002\u5e74\u306b\u6a19\u6e96\u533a\u306b\u5bfe\u3057\u3066\u6709\u610f\u306b\u4e0b\u56de\u3063\u305f\uff08\u56f3\uff12\uff09\u3002<\/p>\n\n\n

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

\u3000\u7384\u7c73\u91cd\u306f2002\u5e74\u3092\u9664\u3044\u3066\u6a19\u6e96\u533a\u3068\u307b\u307c\u540c\u7b49\u4ee5\u4e0a\u3068\u306a\u3063\u305f\u3002\u5916\u89b3\u54c1\u8cea\u306f\u3084\u3084\u4f4e\u4e0b\u3059\u308b\u50be\u5411\u3092\u793a\u3059\u5e74\u6b21\u3082\u3042\u3063\u305f\u304c\uff0c\u5927\u304d\u306a\u4f4e\u4e0b\u306f\u8a8d\u3081\u3089\u308c\u306a\u304b\u3063\u305f\u3002\u7bb1\u5168\u91cf\u5404\u533a\u306e\u7384\u7c73\u7c97\u86cb\u767d\u8cea\u542b\u6709\u7387\u306f\uff10\uff05\u6e1b\u80a5\u306e2001\u5e74\u306f\u6a19\u6e96\u533a\u3088\u308a\u6709\u610f\u306b\u9ad8\u304f\uff0c50\uff05\u6e1b\u80a5\u306e2002\u5e74\u306f\u9006\u306b\u6709\u610f\u306b\u4e0b\u56de\u3063\u305f\uff08\u8868\uff13\uff09\u3002<\/p>\n\n\n

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

\u3000\u306a\u304a\uff0c1999\u5e74\u30682000\u5e74\u306b\u5b9f\u65bd\u3057\u305f\u80b2\u82d7\u7bb1\u5185\u306e\u65bd\u80a5\u4f4d\u7f6e\u304c\u672c\u7530\u751f\u80b2\u3084\u53ce\u91cf\u7b49\u306b\u53ca\u307c\u3059\u5f71\u97ff\u306b\u3064\u3044\u3066\u306f\u660e\u3089\u304b\u306a\u5dee\u306f\u8a8d\u3081\u3089\u308c\u306a\u304b\u3063\u305f\u3002<\/p>\n\n\n\n

Discussion and Summary<\/h3>\n\n\n\n

\u30001999\uff0c2000\u5e74\u306e\u6e1b\u80a5\u7387\u306f\u305d\u308c\u305e\u308c38\uff0c40\uff05\u3067\u3042\u3063\u305f\u3002\u79fb\u690d\u5f8c\u306f\u3053\u308c\u307e\u3067\u5834\u5185\u3067\u5b9f\u65bd\u3057\u305f\u672c\u7530\u5168\u91cf\u57fa\u80a5\u8a66\u9a13\u3067\u7528\u3044\u305f\u80a5\u52b9\u8abf\u7bc0\u578b\u80a5\u6599\u3068\u540c\u69d8\u306e\u751f\u80b2\u7279\u6027\u3092\u793a\u3057\u305f\uff08\u9ad8\u6a4b\u3089 2006)\u3002\u3059\u306a\u308f\u3061\uff0c\u830e\u6570\u306f\u6a19\u6e96\u683d\u57f9\u3088\u308a\u5c11\u306a\u3044\u304c\u6709\u52b9\u830e\u6b69\u5408\u304c\u9ad8\u307e\u308a\uff0c\u3055\u3089\u306b\uff11\u7a42\u7c7e\u6570\u306e\u5897\u52a0\u3068\u767b\u719f\u6b69\u5408\u306e\u5411\u4e0a\u306b\u3088\u3063\u3066\u53ce\u91cf\u3092\u78ba\u4fdd\u3059\u308b\u3082\u306e\u3067\u3042\u308b\u3002\u6e1b\u80a5\u7387\u304c\uff10\uff0c50\uff05\u3068\u5f53\u521d\u306e\u8a2d\u5b9a\u5024\u3092\u9038\u8131\u3057\u305f2001\uff0c2002\u4e21\u5e74\u306b\u306f\u3053\u306e\u50be\u5411\u306f\u5fc5\u305a\u3057\u3082\u3042\u3066\u306f\u307e\u3089\u306a\u3044\u304c\uff0c1999\uff0c2000\u5e74\u306e\u9069\u6b63\u306a\u6e1b\u80a5\u7387\u306e\u6761\u4ef6\u4e0b\u3067\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3088\u3046\u306b\uff0c\u672c\u6765\u7121\u99c4\u304c\u5c11\u306a\u304f\uff0c\u52b9\u7387\u306e\u3088\u3044\u751f\u80b2\u304c\u7279\u5fb4\u3067\u3042\u308a\uff0c\u7bb1\u5168\u91cf\u5404\u533a\u3067\u306f\u3053\u306e\u50be\u5411\u304c\u3088\u308a\u9bae\u660e\u3067\u3042\u3063\u305f\u30021999\uff0c2000\u5e74\u306e\u691c\u8a0e\u306e\u7d50\u679c\uff0c\u53ce\u91cf\u30fb\u54c1\u8cea\u306f\u76ee\u6a19\u3068\u3059\u308b\u6a19\u6e96\u4f53\u7cfb\u4e26\u307f\u4ee5\u4e0a\u3092\u78ba\u4fdd\u3067\u304d\uff0c\u554f\u984c\u306f\u306a\u304b\u3063\u305f\u3002
\u30002000\u5e74\u307e\u3067\u306e\uff12\u304b\u5e74\u306f\uff0c\u80a5\u6599\u304b\u3089\u306e\u7a92\u7d20\u6eb6\u51fa\u304c\u591a\u3044\u5f71\u97ff\u3068\u8003\u3048\u3089\u308c\u308b\u82d7\u306e\u5f92\u9577\u3068\u672c\u7530\u79fb\u690d\u5f8c\u306e\u5f37\u3044\u751f\u80b2\u6291\u5236\u304c\u767a\u751f\u3057\u3066\u304a\u308a\uff0c\u666e\u53ca\u9762\u3067\u306e\u5927\u304d\u306a\u8ab2\u984c\u3068\u8003\u3048\u3089\u308c\u305f\u3002\u672c\u7530\u3067\u306e\u751f\u80b2\u6291\u5236\u306f\u6c34\u6df1\u304c\u3054\u304f\u6d45\u304b\u3063\u305f\u90e8\u5206\u3092\u4e2d\u5fc3\u306b\u767a\u751f\u3057\u3066\u304a\u308a\uff0c\u30dd\u30c3\u30c8\u8a66\u9a13\u306e\u7d50\u679c\u304b\u3089\u6e5b\u6c34\u6df1\u3092\uff13cm\u4ee5\u4e0a\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u88ab\u5bb3\u3092\u8efd\u6e1b\u3067\u304d\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\uff08\u9ad8\u6a4b\u30892007\uff09\u3002\u3057\u304b\u3057\uff0c\u79fb\u690d\u5f8c\u306e\u751f\u80b2\u6291\u5236\u306b\u3064\u3044\u30662001\u5e74\u4ee5\u964d\u306f\u767a\u751f\u7a0b\u5ea6\u304c\u8efd\u304f\u306a\u308a\uff0c2002\u5e74\u306f\u307b\u3068\u3093\u3069\u8a8d\u3081\u3089\u308c\u306a\u304f\u306a\u3063\u305f\u3002\u3053\u306e\u8981\u56e0\u306b\u306f\uff0c\u524d\u5831\u3067\u3082\u89e6\u308c\u305f\u82d7\u7bb1\u307e\u304b\u305b\u306e\u52a0\u91cc\u6210\u5206\u306eNK\u5316\u6210\u304b\u3089\u5869\u5316\u52a0\u91cc\u3078\u306e\u5909\u66f4\u306b\u4f34\u3046\u6eb6\u51fa\u7cbe\u5ea6\u306e\u5411\u4e0a\u304c\u5927\u304d\u304f\u95a2\u4e0e\u3057\u3066\u3044\u308b\u3068\u63a8\u5bdf\u3055\u308c\u305f\u3002\u5065\u82d7\u80b2\u6210\u306e\u305f\u3081\u306b\u306f20\u65e5\u9593\u7a0b\u5ea6\u306e\u80b2\u82d7\u671f\u9593\u304c\u671b\u307e\u3057\u3044\u3068\u3044\u3046\u6761\u4ef6\u304c\u3042\u308b\u3082\u306e\u306e\uff0c\u7a32\u9ea6\u4e8c\u6bdb\u4f5c\u5730\u5e2f\u306e\u3088\u3046\u306b\uff15\u6708\u4e0b\u65ec\u304b\u3089\uff16\u6708\u4e0b\u65ec\u3068\u3044\u3046\u80b2\u82d7\u304a\u3088\u3073\u79fb\u690d\u6642\u671f\u304c\u9ad8\u6e29\u306b\u306a\u308a\u3084\u3059\u3044\u6c17\u8c61\u6761\u4ef6\u4e0b\u306e\u7bb1\u5168\u91cf\u683d\u57f9\u3067\u3082\uff0c\u82d7\u7bb1\u307e\u304b\u305b\u304b\u3089\u306e\u7a92\u7d20\u6eb6\u51fa\u304c\u591a\u3044\u3053\u3068\u306b\u4f34\u3046\u82d7\u306e\u5f92\u9577\u3084\u79fb\u690d\u5f8c\u306e\u751f\u80b2\u6291\u5236\u554f\u984c\u306f\u6280\u8853\u7684\u306b\u307b\u307c\u89e3\u6c7a\u3055\u308c\u3066\u3044\u308b\u3002\u305f\u3060\u3057\uff0c\u73fe\u5730\u3067\u306f\u9ea6\u985e\u53ce\u7a6b\u4f5c\u696d\u3068\u306e\u7af6\u5408\u306e\u305f\u3081\u306b\uff15\u6708\u672b\u304b\u3089\uff16\u6708\u521d\u65ec\u306e\u6c34\u7a32\u64ad\u7a2e\u4f5c\u696d\u306f\u656c\u9060\u3055\u308c\u3066\u304a\u308a\uff0c\u305d\u308c\u4ee5\u524d\u306b\u64ad\u7a2e\u4f5c\u696d\u304c\u884c\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u304f\uff0c\u80b2\u82d7\u671f\u9593\u306f\uff11\u304b\u6708\u9593\u304b\u3089\u305d\u308c\u4ee5\u4e0a\u3068\u9577\u304f\u306a\u308a\u304c\u3061\u3067\u3042\u308a\uff0c\u666e\u53ca\u4e0a\u306e\u5927\u304d\u306a\u8ab2\u984c\u3067\u3042\u308b\u3002
\u30002001\u5e74\u306f\u6e1b\u80a5\u7387\u304c\uff10\uff05\u3067\u3042\u3063\u305f\u305f\u3081\u306b\u751f\u80b2\u521d\u671f\u304b\u3089\u7a92\u7d20\u904e\u591a\u306e\u75c7\u72b6\u304c\u307f\u3089\u308c\uff0c\u8449\u8272\uff0c\u830e\u6570\uff0c\u7a42\u6570\uff0c\u7c7e\u6570\u5171\u306b\u6a19\u6e96\u533a\u3092\u5927\u304d\u304f\u4e0a\u56de\u3063\u305f\u3002\u4e00\u65b9\u3067\u767b\u719f\u6b69\u5408\u306e\u4f4e\u4e0b\uff0c\u7c97\u86cb\u767d\u8cea\u542b\u6709\u7387\u306e\u4e0a\u6607\u304c\u76ee\u7acb\u3061\uff0c\u7bb1\u5168\u91cf\u306b\u304a\u3044\u3066\u306f\u7a92\u7d20\u6210\u5206\u306e\u4f4e\u6e1b\u306f\u5fc5\u8981\u6761\u4ef6\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u305f\uff08\u8868\uff12\uff0c\uff13\uff0c\u56f3\uff11\uff0c\uff12\uff09\u3002
\u30002002\u5e74\u306f50\uff05\u6e1b\u80a5\u306e\u5f71\u97ff\u304c\u8449\u8272\u306e\u63a8\u79fb\u304b\u3089\u3082\u660e\u3089\u304b\u3067\u3042\u3063\u305f\u3002\u53ce\u91cf\u3082\u6a19\u6e96\u533a\u306b\u5bfe\u3057\u3066\u4f4e\u304f\uff0c50\uff05\u306e\u6e1b\u80a5\u7387\u306f\u9ad8\u3059\u304e\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\uff08\u56f3\uff11\uff0c\u8868\uff13\uff09\u3002<\/p>\n\n\n\n

\u3000\u3053\u306e\u3088\u3046\u306b\u8a66\u9a13\u5e74\u6b21\u306b\u3088\u3063\u3066\u4f9b\u8a66\u54c1\u7a2e\u3084\u6e1b\u80a5\u7387\u304c\u7570\u306a\u308a\uff0c\u3055\u3089\u306b\u6c17\u8c61\u6761\u4ef6\u3082\u69d8\u3005\u306a\u6761\u4ef6\u4e0b\u306e\u8a66\u9a13\u3067\u3042\u3063\u305f\u304c\uff0c\u5f53\u521d\u76ee\u6a19\u3068\u3057\u305f\u6e1b\u80a5\u738735\uff05\u306b\u307b\u307c\u8fd1\u304438\uff5e40\uff05\u306e\u6e1b\u80a5\u7387\u3067\u3042\u308c\u3070\uff0c\u76ee\u6a19\u3068\u3059\u308b\u57fa\u80a5\uff0b\u8ffd\u80a5\u306e\u6a19\u6e96\u4f53\u7cfb\u3068\u307b\u307c\u540c\u7b49\u304b\u305d\u308c\u4ee5\u4e0a\u306e\u53ce\u91cf\uff0c\u54c1\u8cea\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3002\u306a\u304a\uff0c\u5916\u89b3\u54c1\u8cea\u3084\u98df\u5473\u3092\u91cd\u8996\u305b\u305a\uff0c\u591a\u53ce\u306b\u91cd\u304d\u3092\u7f6e\u304f\u98fc\u6599\u7c73\u683d\u57f9\u7b49\u3067\u3042\u308c\u3070\u6e1b\u80a5\u7387\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u306f\u307e\u305f\u7570\u306a\u3063\u305f\u3082\u306e\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u3002
\u3000\u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089\uff0c\u7fa4\u99ac\u770c\u306e\uff16\u6708\u4e2d\u4e0b\u65ec\u6c34\u7a32\u79fb\u690d\u3068\u306a\u308b\u7a32\u9ea6\u4e8c\u6bdb\u4f5c\u5730\u5e2f\u306b\u304a\u3044\u3066\u3082\u6c34\u7a32\u80b2\u82d7\u7bb1\u5168\u91cf\u57fa\u80a5\u65bd\u80a5\u6cd5\u306b\u3088\u308b\u6c34\u7a32\u683d\u57f9\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3002\u7fa4\u99ac\u770c\u5185\u3067\u306f\u80a5\u52b9\u8abf\u7bc0\u578b\u80a5\u6599\u306e\u88ab\u819c\u6bbb\u6b8b\u6e23\u5bfe\u5fdc\u3067\u898f\u6a21\u3092\u7e2e\u5c0f\u3057\u305f\u3068\u3053\u308d\u3082\u3042\u308b\u304c\uff0c\u4e00\u90e8\u5730\u57df\u3067\u306f\u7701\u529b\u65bd\u80a5\u52b9\u679c\u304c\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\uff0c\u5171\u540c\u80b2\u82d7\u3092\u901a\u3058\u3066\u82d7\u7bb1\u307e\u304b\u305b\u306b\u3088\u308b\u7bb1\u5168\u91cf\u683d\u57f9\u3092\u63a8\u9032\u3057\u3066\u3044\u308b\u5b9f\u7e3e\u3082\u51fa\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

References<\/h3>\n\n\n\n

\u25cf\u5317\u6751\u30fb\u4eca\u4e95\u30001995
\u3000\u80a5\u52b9\u8abf\u7bc0\u578b\u80a5\u6599\u306b\u3088\u308b\u65bd\u80a5\u6280\u8853\u306e\u65b0\u5c55\u958b\uff11\uff0d\u6c34\u7a32\u306e\u5168\u91cf\u65bd\u80a5\u6280\u8853\uff0d
\u3000\u571f\u80a5\u8a8c66\uff1a71\uff0d79<\/p>\n\n\n\n

\u25cf\u5e84\u5b50\u30001999
\u3000\u74b0\u5883\u4fdd\u5168\u578b\u8fb2\u696d\u306b\u304a\u3051\u308b\u65b0\u80a5\u6599\u306e\u6d3b\u7528
\u3000\u8fb2\u6797\u6c34\u7523\u7814\u7a76\u30b8\u30e3\u30fc\u30ca\u30eb\u300022\uff1a6\uff0d11<\/p>\n\n\n\n

\u25cf\u9ad8\u6a4b\u3089\u30002006
\u3000\u7fa4\u99ac\u770c\u6771\u6bdb\u5730\u57df\u306b\u304a\u3051\u308b\u6c34\u7a32\u5168\u91cf\u57fa\u80a5\u683d\u57f9\u5c02\u7528\u80a5\u6599\u306e\u958b\u767a
\u3000\u65e5\u4f5c\u7d00\u300075\uff1a82\uff0d89<\/p>\n\n\n\n

\u25cf\u9ad8\u6a4b\u3089\u30002007\u3000
\u3000\u7fa4\u99ac\u770c\u306e\u65e9\u690d\u30fb\u666e\u901a\u671f\u6c34\u7a32\u683d\u57f9\u306b\u304a\u3051\u308b\u80b2\u82d7\u7bb1\u5168\u91cf\u57fa\u80a5\u683d\u57f9
\u3000\u65e5\u4f5c\u7d00\u300076\uff1a171\uff0d180<\/p>\n\n\n\n

\u3000<\/p>\n\n\n\n

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