{"id":51004,"date":"2024-04-30T04:00:01","date_gmt":"2024-04-30T08:00:01","guid":{"rendered":""},"modified":"2026-10-06T15:04:51","modified_gmt":"2026-10-06T19:04:51","slug":"%e3%82%a8%e3%83%93%e3%83%87%e3%83%b3%e3%82%b9%e3%81%ab%e5%9f%ba%e3%81%a5%e3%81%8f%e5%a4%89%e9%9d%a9%ef%bc%9as-c-%e3%83%96%e3%83%a9%e3%82%ac%e3%81%af%e9%81%b8%e6%89%8b%e7%ae%a1%e7%90%86%e3%81%ae","status":"publish","type":"post","link":"https:\/\/www.kitmanlabs.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e3%82%a8%e3%83%93%e3%83%87%e3%83%b3%e3%82%b9%e3%81%ab%e5%9f%ba%e3%81%a5%e3%81%8f%e5%a4%89%e9%9d%a9%ef%bc%9as-c-%e3%83%96%e3%83%a9%e3%82%ac%e3%81%af%e9%81%b8%e6%89%8b%e7%ae%a1%e7%90%86%e3%81%ae\/","title":{"rendered":"\u30a8\u30d3\u30c7\u30f3\u30b9\u306b\u57fa\u3065\u304f\u5909\u9769\uff1aS.C.\u30d6\u30e9\u30ac\u306f\u9078\u624b\u7ba1\u7406\u306e\u9032\u5316\u306b\u591a\u5909\u91cf\u89e3\u6790\u3092\u6d3b\u7528"},"content":{"rendered":"<p>\u30dd\u30eb\u30c8\u30ac\u30eb\u30ea\u30fc\u30b0\u3067\u5e38\u306b\u4e0a\u4f4d5\u4f4d\u4ee5\u5185\u306b\u5165\u308bS.C.\u30d6\u30e9\u30ac\u306f\u3001\u30e6\u30fc\u30b9\u80b2\u6210\u306e\u5f37\u5316\u3068\u30c8\u30c3\u30d7\u30c1\u30fc\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u3092\u901a\u3058\u3066\u3001\u30ea\u30fc\u30b0\u9806\u4f4d\u306e\u3055\u3089\u306a\u308b\u5411\u4e0a\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u76ee\u6a19\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u3001\u30d6\u30e9\u30ac\u306f\u30a2\u30ab\u30c7\u30df\u30fc\u304a\u3088\u3073\u30c8\u30c3\u30d7\u30c1\u30fc\u30e0\u306e\u65bd\u8a2d\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3057\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08iP\uff09\u3092\u5c0e\u5165\u3057\u3066\u3001\u30af\u30e9\u30d6\u5185\u306e\u7814\u7a76\u3068\u6839\u62e0\u306b\u57fa\u3065\u304f\u9078\u624b\u7ba1\u7406\u3092\u652f\u3048\u308b\u7d71\u5408\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u6574\u5099\u306b\u6295\u8cc7\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u7814\u7a76\u306e\u80cc\u666f<\/h2>\n<p>\u904e\u53bb7\u5e74\u9593\u3001S.C.\u30d6\u30e9\u30ac\u306f\u30af\u30ec\u30a2\u30c1\u30f3\u30ad\u30ca\u30fc\u30bc\uff08CK\uff09\u691c\u67fb\u3092\u9078\u624b\u306e\u8ca0\u8377\u7ba1\u7406\u306b\u6d3b\u7528\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>CK\u306f\u7b4b\u640d\u50b7\u306e\u6307\u6a19\u3068\u306a\u308b\u8840\u6db2\u30de\u30fc\u30ab\u30fc\u3067\u3042\u308a\u3001\u9078\u624b\u306e\u75b2\u52b4\u72b6\u614b\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u624b\u6cd5\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u691c\u67fb\u306f\u8840\u6db2\u63a1\u53d6\u3092\u4f34\u3046\u305f\u3081\u4fb5\u8972\u7684\u3067\u3001\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u7406\u60f3\u3068\u3057\u3066\u306f\u3001\u691c\u67fb\u306a\u3057\u3067CK\u30ec\u30d9\u30eb\u306e\u5909\u5316\u3092\u628a\u63e1\u3067\u304d\u308b\u65b9\u6cd5\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u30d6\u30e9\u30ac\u306f2017\u5e74\u304b\u3089CK\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u304c\u3001\u691c\u67fb\u306f\u8a66\u5408\u306e48\u6642\u9593\u4ee5\u5185\u3068\u3044\u3063\u305f\u904e\u5bc6\u65e5\u7a0b\u306b\u9650\u5b9a\u3057\u3066\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u7406\u7531\u306f\u3001\u4fb5\u8972\u6027\u304c\u9ad8\u3044\u3053\u3068\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u8ca0\u62c5\u304c\u5927\u304d\u3044\u3053\u3068\u3001\u305d\u3057\u3066\u3053\u308c\u3089\u306e\u6642\u671f\u306b\u304a\u3051\u308b\u7ba1\u7406\u306e\u91cd\u8981\u6027\u304c\u9ad8\u3044\u3053\u3068\u306b\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u30d6\u30e9\u30ac\u306fCK\u691c\u67fb\u3068\u4ed6\u306e\u6307\u6a19\uff08GPS\u3084\u30a6\u30a7\u30eb\u30cd\u30b9\u306a\u3069\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5e83\u7bc4\u56f2\u304b\u3064\u79d1\u5b66\u7684\u6839\u62e0\u306b\u57fa\u3065\u304f\u9078\u624b\u306e\u8ca0\u8377\u7ba1\u7406\u3092\u76ee\u6307\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001Kitman Labs\u3068\u306e\u5171\u540c\u7814\u7a76\u304c\u59cb\u307e\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>1. \u30d6\u30e9\u30ac\u306e\u904e\u53bb\u306eCK\u30c7\u30fc\u30bf\u306e\u7406\u89e3<\/h2>\n<h3>\u30c7\u30fc\u30bf\u30d8\u30eb\u30b9<\/h3>\n<p>\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u8a55\u4fa1\u3067\u3057\u305f\u3002\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u7814\u7a76\u306b\u306f\u3001\u6b63\u78ba\u304b\u3064\u4e00\u8cab\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002Kitman Labs\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30c1\u30fc\u30e0\u306f\u3001\u65e2\u5f80\u6b74\u3084GPS\u30c7\u30fc\u30bf\u306a\u3069\u306e\u5168\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7cbe\u67fb\u3057\u3001\u4e0d\u6574\u5408\u3001\u6b20\u640d\u5024\u3001\u5916\u308c\u5024\u306a\u3069\u306e\u554f\u984c\u3092\u7279\u5b9a\u3057\u3001\u30d6\u30e9\u30ac\u306e\u30c1\u30fc\u30e0\u3068\u5354\u529b\u3057\u3066\u4fee\u6b63\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u904e\u7a0b\u3067\u30c7\u30fc\u30bf\u306e\u80cc\u666f\u3084\u6587\u8108\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3001\u5206\u6790\u6642\u306e\u524d\u63d0\u3084\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u3092\u9ad8\u3081\u308b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u3001\u904e\u53bb2\u30b7\u30fc\u30ba\u30f3\u3067CK\u306e\u6e2c\u5b9a\u65b9\u6cd5\u304c\u5909\u5316\u3057\u3066\u3044\u305f\u3053\u3068\u304c\u5224\u660e\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u5206\u6790\u5bfe\u8c61\u3092\u76f4\u8fd12\u30b7\u30fc\u30ba\u30f3\u306b\u9650\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3>\u8a18\u8ff0\u7684\u5206\u6790<\/h3>\n<p>\u6b21\u306b\u3001\u30d6\u30e9\u30ac\u304c\u73fe\u5728\u3069\u306e\u3088\u3046\u306bCK\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001CK\u306e\u7d76\u5bfe\u5024\u304a\u3088\u3073\u904e\u53bb\u3068\u306e\u5909\u5316\u91cf\u3092\u5206\u6790\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5206\u6790\u306e\u7d50\u679c\u3001\u8a66\u5408\u306e\u904e\u5bc6\u5177\u5408\u3001\u51fa\u5834\u6642\u9593\u3001\u8ca0\u50b7\u6b74\u3068\u306e\u660e\u78ba\u306a\u95a2\u9023\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u30b7\u30fc\u30ba\u30f3\u3092\u901a\u3058\u305fCK\u306e\u5909\u52d5\u306b\u6ce8\u76ee\u3057\u305f\u3068\u3053\u308d\u3001\u9078\u624b\u306e\u5e74\u9f62\u3068CK\u5024\u306e\u5909\u5316\u91cf\u306b\u8208\u5473\u6df1\u3044\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u7279\u306b29\u6b73\u4ee5\u4e0a\u306e\u9078\u624b\u3067\u306f\u3001\u30b7\u30fc\u30ba\u30f3\u7d42\u76e4\uff08Q4\uff09\u306b\u5411\u3051\u3066CK\u5024\u306e\u5909\u5316\u7387\u304c\u5897\u52a0\u3059\u308b\u50be\u5411\u304c\u78ba\u8a8d\u3055\u308c\u307e\u3057\u305f\u3002 <strong>Overall change in CK values is highest at Q4\/end of season for players over 25 (Figure 1).<\/strong><\/p>\n<p>The insight from these descriptive analyses informed the features that were engineered to model CK using GPS metrics in the next stage.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-40496\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change.png\" alt=\"\" width=\"2920\" height=\"1956\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change.png 2560w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change-300x201.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change-1024x686.png 1024w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change-768x514.png 768w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change-1536x1029.png 1536w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Percentage-Change-2048x1372.png 2048w\" sizes=\"(max-width: 2920px) 100vw, 2920px\" \/><\/p>\n<div style=\"width: 70%; margin: auto;\"><strong>Figure 1:<\/strong> % change in Creatine Kinase (CK) vs player age, with season stage indicated by shading<\/div>\n<p>&nbsp;<\/p>\n<h2>2. CK\u5024\u306e\u5909\u52d5\u8981\u56e0\u306e\u7279\u5b9a<\/h2>\n<p>\u6700\u521d\u306b\u3001\u30d6\u30e9\u30ac\u30b9\u30bf\u30c3\u30d5\u304cCK\u306e\u5909\u5316\u306b\u57fa\u3065\u3044\u3066\u4ecb\u5165\u3059\u308b\u57fa\u6e96\u3068\u306a\u308b\u300c\u5909\u52d5\u95be\u5024\uff08\uff05\uff09\u300d\u3092\u7279\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>This formulated the initial research classification problem: \u201cWhat are the drivers of % change in CK level above a certain threshold?\u201d<\/p>\n<p>\u6700\u7d42\u7684\u306b\u3001CK\u306e\u5909\u5316\u7387\u304c50\uff05\u3092\u8d85\u3048\u308b\u5834\u5408\u3092\u57fa\u6e96\u3068\u3059\u308b\u306e\u304c\u6700\u3082\u52b9\u679c\u7684\u3068\u5224\u65ad\u3055\u308c\u3001\u4ee5\u4e0b\u306e\u7814\u7a76\u8ab2\u984c\u304c\u8a2d\u5b9a\u3055\u308c\u307e\u3057\u305f\uff1a<\/p>\n<p>\u300cCK\u5909\u5316\u7387\u304c50\uff05\u3092\u8d85\u3048\u308b\u5834\u5408\u306b\u5f71\u97ff\u3059\u308b\u6307\u6a19\u306f\u4f55\u304b\uff1f\u300d<\/p>\n<p>GPS\u3068\u30a6\u30a7\u30eb\u30cd\u30b9\u306e\u5404\u7a2e\u6307\u6a19\u3092\u7528\u3044\u3066\u3001\u30de\u30eb\u30c1\u30d0\u30ea\u30a2\u30f3\u30c8\uff08\u591a\u5909\u91cf\uff09\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002GPS\u30c7\u30fc\u30bf\u306fAPI\u7d4c\u7531\u3067\u3001\u30a6\u30a7\u30eb\u30cd\u30b9\u30c7\u30fc\u30bf\u306fKitman Labs\u306e\u30a2\u30b9\u30ea\u30fc\u30c8\u30a2\u30d7\u30ea\u304b\u3089\u53ce\u96c6\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u306e\u91cd\u8981\u56e0\u5b50\u3092\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u3001SHAP\u3068\u3044\u3046\u8aac\u660e\u53ef\u80fd\u306aAI\u6280\u8853\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\uff08\u56f32\u53c2\u7167\uff09\u3002\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u975e\u5e38\u306b\u9ad8\u304f\uff08<a href=\"#ref2\">ROC AUC\uff1a89\uff05<\/a>\uff09\u3001\u3055\u307e\u3056\u307e\u306a\u8a55\u4fa1\u6307\u6a19\u3067\u691c\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>3. \u7d50\u679c<\/h2>\n<p>CK\u5909\u5316\u306b\u6700\u3082\u5bc4\u4e0e\u3057\u305f\u8981\u56e0\u306f\u3001\u76f4\u8fd12\u65e5\u9593\u306e\u7d2f\u7a4d\u79fb\u52d5\u8ddd\u96e2\u3067\u3042\u308a\u300111km\u4ee5\u4e0a\u3067\u9855\u8457\u306a\u5f71\u97ff\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306f1\u8a66\u5408\u5206\u306e\u8d70\u884c\u8ddd\u96e2\u306b\u76f8\u5f53\u3057\u3001\u8a66\u5408\u306b\u51fa\u5834\u3057\u305f\u9078\u624b\u306e\u7b4b\u640d\u50b7\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-40587 size-full\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2.png\" alt=\"\" width=\"2157\" height=\"1872\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2.png 2157w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2-300x260.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2-1024x889.png 1024w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2-768x667.png 768w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2-1536x1333.png 1536w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_Feature-Importance_v2-2048x1777.png 2048w\" sizes=\"(max-width: 2157px) 100vw, 2157px\" \/><\/p>\n<div style=\"width: 70%; margin: auto;\"><strong>Figure 2:<\/strong> Top Contributing Factors leading to &gt;50% Change in CK levels.<\/div>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-40486\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_SHAP-Values.png\" alt=\"\" width=\"1925\" height=\"1872\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_SHAP-Values.png 1925w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_SHAP-Values-300x292.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_SHAP-Values-1024x996.png 1024w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_SHAP-Values-768x747.png 768w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/Plots_BRAGA_CA_SHAP-Values-1536x1494.png 1536w\" sizes=\"(max-width: 1925px) 100vw, 1925px\" \/><\/p>\n<div style=\"width: 70%; margin: auto;\"><strong>Figure 3:<\/strong> Graph showing how CK changes &gt;50% depend on the total distance undertaken by a player in the last 2 days.<\/div>\n<p>&nbsp;<\/p>\n<p>\u305d\u306e\u4ed6\u306e\u8981\u56e0\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u5408\u8a08\u904b\u52d5\u6642\u9593\u306e\u5897\u52a0<\/li>\n<li>\u30b9\u30d7\u30ea\u30f3\u30c8\u8ddd\u96e2\u306e\u5897\u52a0<\/li>\n<li>\u7761\u7720\u306e\u8cea\u306e\u4f4e\u4e0b<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>\u30a4\u30f3\u30b5\u30a4\u30c8\u304b\u3089\u30a2\u30af\u30b7\u30e7\u30f3\u3078\uff1a\u65b0\u6307\u6a19\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong><\/h3>\n<p>\u30d6\u30e9\u30ac\u306e\u30b9\u30bf\u30c3\u30d5\u306f\u3001iP: Intelligence Platform\u4e0a\u3067\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u69cb\u7bc9\u3057\u3001\u4e3b\u8981\u56e0\u5b50\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\uff08\u56f34\uff09\u3002\u3055\u3089\u306b\u3001MD+2\uff08\u8a66\u54082\u65e5\u5f8c\uff09\u306e\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3082\u69cb\u7bc9\u3057\u3001\u9078\u624b\u306e\u8ca0\u8377\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7ba1\u7406\u3057\u3066\u3044\u307e\u3059\uff08\u56f35\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<table style=\"border: none; background-color: #12121200;\" border=\"0\">\n<tbody>\n<tr>\n<td style=\"border: none; background-color: #12121200;\">\n<div style=\"display: wrapper; min-height: 440px;\">\n<div><a href=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-40481 \" style=\"margin: 10px;\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-1.png\" alt=\"\" width=\"430\" height=\"346\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-1.png 923w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-1-300x241.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-1-768x618.png 768w\" sizes=\"(max-width: 430px) 100vw, 430px\" \/><\/a><\/div>\n<div><a href=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-40471 \" style=\"margin: 10px;\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-2.png\" alt=\"\" width=\"249\" height=\"200\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-2.png 882w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-2-300x240.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-2-768x615.png 768w\" sizes=\"(max-width: 249px) 100vw, 249px\" \/><\/a><\/div>\n<div><a href=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-3.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-40476 \" style=\"margin: 10px;\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-3.png\" alt=\"\" width=\"250\" height=\"158\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-3.png 882w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-3-300x189.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_Dashboard-Pt-3-768x485.png 768w\" sizes=\"(max-width: 250px) 100vw, 250px\" \/><\/a><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border: none; background-color: #12121200; padding: 0;\">\n<div style=\"width: 70%; margin: auto;\"><strong>Figure 4:<\/strong> Athlete Metrics in Braga\u2019s Intelligence Platform to actively monitor the top contributing factors, with alerting thresholds set based on the model results.<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-40501\" src=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_PlayerLoad-Dashboard-Braga.png\" alt=\"\" width=\"1899\" height=\"997\" srcset=\"https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_PlayerLoad-Dashboard-Braga.png 1899w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_PlayerLoad-Dashboard-Braga-300x158.png 300w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_PlayerLoad-Dashboard-Braga-1024x538.png 1024w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_PlayerLoad-Dashboard-Braga-768x403.png 768w, https:\/\/www.kitmanlabs.com\/wp-content\/uploads\/2024\/04\/BRAGA_PlayerLoad-Dashboard-Braga-1536x806.png 1536w\" sizes=\"(max-width: 1899px) 100vw, 1899px\" \/><\/p>\n<div style=\"width: 70%; margin: auto;\"><strong>Figure 5:<\/strong> Analysis dashboards in Braga\u2019s Intelligence Platform to actively monitor player load<\/div>\n<p>&nbsp;<\/p>\n<div class=\"kl-blog-quote\">\n<div class=\"kl-blog-quote-copy\">\u300cKitman Labs\u3068\u306e\u7dca\u5bc6\u306a\u9023\u643a\u306b\u3088\u308a\u3001\u9078\u624b\u306e\u5065\u5eb7\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5373\u52b9\u6027\u306e\u3042\u308b\u65b0\u3057\u3044\u77e5\u898b\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u3002\u4eca\u5f8c\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u306e\u81ea\u52d5\u5316\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3001\u30af\u30e9\u30d6\u5168\u4f53\u3067\u4e00\u8cab\u3057\u305f\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u5b9f\u73fe\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u300d<\/div>\n<div class=\"kl-blog-quote-author\"><strong>Jo\u00e3o Ribeiro\uff08S.C.\u30d6\u30e9\u30ac \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8cac\u4efb\u8005\uff09<\/strong><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h2><strong>\u4eca\u5f8c\u306e\u5c55\u671b<\/strong><\/h2>\n<p>\u3053\u306e\u7814\u7a76\u3092\u901a\u3058\u3066\u3001\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u4e00\u5143\u7684\u306b\u53ce\u96c6\u30fb\u7ba1\u7406\u3059\u308b\u30a4\u30f3\u30d5\u30e9\u306e\u91cd\u8981\u6027\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u30d6\u30e9\u30ac\u306f\u4eca\u5f8c\u3082CK\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3092\u7d99\u7d9a\u3057\u3001\u3088\u308a\u975e\u4fb5\u8972\u7684\u304b\u3064\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u8ca0\u8377\u7ba1\u7406\u3092\u76ee\u6307\u3057\u3066\u3001\u5206\u6790\u3092\u518d\u5b9f\u65bd\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b7\u30fc\u30ba\u30f3\u3092\u901a\u3058\u3066\u9078\u624b\u306e\u5065\u5eb7\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9ad8\u6c34\u6e96\u3067\u7dad\u6301\u3059\u308b\u4f53\u5236\u304c\u6574\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p style=\"font-size: 16px;\"><em><a id=\"ref1\" href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/35000188\/\">\u00b9 \u500b\u4eba\u30d9\u30fc\u30b9\u306e\u30af\u30ec\u30a2\u30c1\u30f3\u30ad\u30ca\u30fc\u30bc\uff08CK\uff09\u53c2\u7167\u5024\u3068\u30b5\u30c3\u30ab\u30fc\u8a66\u5408\u306b\u5bfe\u3059\u308b\u53cd\u5fdc<\/a><\/em><br \/>\n<em>Jo\u00e3o Ribeiro\u3001Petrus Gantois\u3001Vitor Moreira\u3001Francisco Miranda\u3001Nuno Romano\u3001F\u00e1bio Yuzo Nakamura<\/em><br \/>\n<em>PMID: 35000188 DOI: 10.1055\/a-1678-7340<\/em><\/p>\n<p style=\"font-size: 16px;\"><em><a id=\"ref2\" href=\"#\">\u00b2 ROC AUC\uff1a<\/a>ROC\u66f2\u7dda\u4e0b\u9762\u7a4d\uff08Area Under the Curve\uff09 ROC AUC\u306f\u3001\u30d0\u30a4\u30ca\u30ea\u5206\u985e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u4ee3\u8868\u7684\u306a\u6307\u6a19\u3067\u3059\u3002<\/em><br \/>\n<em>ROC\u66f2\u7dda\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u95be\u5024\u306b\u304a\u3051\u308b\u771f\u967d\u6027\u7387\uff08TPR\uff09\u3068\u507d\u967d\u6027\u7387\uff08FPR\uff09\u306e\u95a2\u4fc2\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u3082\u306e\u3067\u3001\u5b8c\u5168\u306a\u5206\u985e\u30e2\u30c7\u30eb\u3067\u306fAUC\u304c\u300c1\u300d\u3001\u5b8c\u5168\u306b\u30e9\u30f3\u30c0\u30e0\u306a\u5206\u985e\u3067\u306f\u300c0.5\u300d\u306b\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001AUC\u304c\u9ad8\u3044\u307b\u3069\u30e2\u30c7\u30eb\u306e\u5206\u985e\u6027\u80fd\u304c\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002 <\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30dd\u30eb\u30c8\u30ac\u30eb\u306e\u30c8\u30c3\u30d7\u30af\u30e9\u30d6\u3001\u9078\u624b\u306e\u691c\u67fb\u3092\u7c21\u7d20\u5316\u3057\u3001\u4f53\u9a13\u5411\u4e0a\u3092\u76ee\u6307\u3059<\/p>\n","protected":false},"author":1,"featured_media":40584,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":"","footnotes":"","_ppma_block_editor_authors":""},"categories":[568,567],"tags":[654,653,581,655,648,518,499],"ppma_author":[233],"class_list":["post-51004","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-performance-intelligence-ja","category-567","tag-custom-analytics","tag-piri","tag-player-performance-analysis-ja","tag-portugal","tag-sports-analytics","tag-sports-data-analytics-ja","tag-sports-science-ja"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium 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