{"id":1827,"date":"2025-07-12T20:12:03","date_gmt":"2025-07-12T11:12:03","guid":{"rendered":"https:\/\/info.zanet.biz\/?p=1827"},"modified":"2025-07-12T20:12:04","modified_gmt":"2025-07-12T11:12:04","slug":"%e3%83%a9%e3%83%b3%e3%83%80%e3%83%a0%e5%8a%b9%e6%9e%9c%e3%83%a2%e3%83%87%e3%83%ab%e3%81%ab%e3%82%88%e3%82%8b%e3%83%a1%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%81%ae%e4%ba%88%e6%b8%ac","status":"publish","type":"post","link":"https:\/\/info.zanet.biz\/?p=1827","title":{"rendered":"\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u4e88\u6e2c\u533a\u9593Prediction Interval"},"content":{"rendered":"\n<p>\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3067\u306f\u8907\u6570\u306e\u7814\u7a76\u306e\u52b9\u679c\u63a8\u5b9a\u5024\u306e\u7d71\u5408\u5024\u3068\u305d\u306e95%\u4fe1\u983c\u533a\u9593\u304c\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u3067\u306f\u7814\u7a76\u9593\u306e\u3070\u3089\u3064\u304d\u306e\u6307\u6a19\u3068\u3057\u3066\u03c4<sup>2<\/sup>\u5024\u304c\u8a08\u7b97\u3055\u308c\u3001\u4e88\u6e2c\u533a\u9593Prediction Interval\u306e\u8a08\u7b97\u306f\u7d71\u5408\u5024\u306e\u5206\u6563\u306b\u03c4<sup>2<\/sup>\uff08\u30bf\u30a6\u4e8c\u4e57\uff09\u3092\u52a0\u7b97\u3057\u305f\u5024\u3092\u5143\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u4e88\u6e2c\u533a\u9593\u306f\u4fe1\u983c\u533a\u9593\u3088\u308a\u3082\u5e45\u5e83\u304f\u306a\u308a\u3001\u03c4<sup>2<\/sup>\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u307e\u305fI<sup>2<\/sup>\u304c\u5927\u304d\u3044\u307b\u3069\u305d\u306e\u5dee\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u4e88\u6e2c\u533a\u9593\u306b\u610f\u5473\u304c\u3042\u308b\u306e\u306f\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u4fe1\u983c\u533a\u9593\u306f\u6b63\u898f\u5206\u5e03\u3092\u5143\u306b\u8a08\u7b97\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u300195 \uff05\u4fe1\u983c\u533a\u9593\u3067\u3042\u308c\u3070Z\u50241.96\u3092\u7d71\u5408\u5024\u306e\u6a19\u6e96\u8aa4\u5dee\u306b\u639b\u3051\u7b97\u3057\u3066\u00b1\u3057\u3066\u8a08\u7b97\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u4e88\u6e2c\u533a\u9593\u306e\u5834\u5408\u3082\u3001\u6b63\u898f\u5206\u5e03\u3092\u7528\u3044\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u304c\u3001\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u304f<em>t<\/em>\u5206\u5e03\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3001\u7814\u7a76\u6570-1\u306e\u81ea\u7531\u5ea6\u306e<em>t<\/em>\u5206\u5e03\u306b\u304a\u3051\u308bp = 0.975\uff08\u7d2f\u7a4d\u78ba\u7387\u304c0.975\uff09\u306e<em>t<\/em>\u5024\u3092\u7d71\u5408\u5024\u306e\u6a19\u6e96\u8aa4\u5dee\u306b\u639b\u3051\u7b97\u3057\u3066\u00b1\u3057\u3066\u8a08\u7b97\u3057\u307e\u3059\u3002R\u306e\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u7528\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3042\u308bmeta\u3067\u306emetabin\u7b49\u306e\u95a2\u6570\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a2d\u5b9a\u306f\u3001<em>t<\/em>\u5206\u5e03\u3092\u7528\u3044\u308b\u69d8\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4fe1\u983c\u533a\u9593\u306b\u6b63\u898f\u5206\u5e03\u3001\u4e88\u6e2c\u533a\u9593\u306b<em>t<\/em>\u5206\u5e03\u3092\u7528\u3044\u308b\u3068\u3001\u03c4<sup>2<\/sup>\u5024\u304c0\u306e\u5834\u5408\u3067\u3082\u3001\u3053\u308c\u3089\u4e8c\u3064\u306e\u533a\u9593\u306f\u9055\u3046\u5024\u306b\u306a\u308a\u3001<em>t<\/em>\u5206\u5e03\u306e\u65b9\u304c\u5e45\u304c\u5e83\u304f\u306a\u308a\u307e\u3059\u3002\u3082\u3057\u3001\u4e21\u65b9\u3068\u3082\u6b63\u898f\u5206\u5e03\u3042\u308b\u3044\u306f<em>t<\/em>\u5206\u5e03\u3092\u7528\u3044\u308c\u3070\u3001\u03c4<sup>2<\/sup>\u5024\u304c0\u306e\u5834\u5408\u306f\u3001\u540c\u3058\u5024\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002\u307e\u305f\u3001\u03c4<sup>2<\/sup>\u5024\u306e\u8a08\u7b97\u306bDersimonian-Laird\u6cd5\u3092\u7528\u3044\u308b\u5834\u5408\u3068\u3001REML\uff08Restricted Maximum Likelihood)\u6cd5\u3092\u7528\u3044\u308b\u5834\u5408\u3067\u3082\u7570\u306a\u308b\u5024\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\uff08\u73fe\u5728\u306f\u3001REML\u6cd5\u306e\u4f7f\u7528\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002\uff09<\/p>\n\n\n\n<p>R\u306e\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u7528\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3042\u308bmetafor\u3067\u306f\u4e88\u6e2c\u533a\u9593\u306e\u8a08\u7b97\u306frma\u95a2\u6570\u306e\u7d50\u679c\u306b\u5bfe\u3057\u3066predict\u95a2\u6570\u3067\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u884c\u308f\u308c\u307e\u3059\u304c\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u6b63\u898f\u5206\u5e03\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002metafor\u306e\u5834\u5408\u306f\u3001rma\u95a2\u6570\u3067\u5f15\u6570test=\u201dt\u201d\u306b\u8a2d\u5b9a\u3059\u308b\u3068\u3001\u4fe1\u983c\u533a\u9593\u304c<em>t<\/em>\u5206\u5e03\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3055\u308c\u3001\u305d\u306e\u7d50\u679c\u3092predict\u95a2\u6570\u3067\u51e6\u7406\u3059\u308b\u3068<em>t<\/em>\u5206\u5e03\u306b\u57fa\u3065\u304f\u4e88\u6e2c\u533a\u9593\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u4fe1\u983c\u533a\u9593\u3092\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a2d\u5b9a\u3067\u6b63\u898f\u5206\u5e03\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3057\u305f\u5834\u5408\u3001\u4e88\u6e2c\u533a\u9593\u3092<em>t<\/em>\u5206\u5e03\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3059\u308b\u306b\u306f\u81ea\u5206\u3067\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b63\u898f\u5206\u5e03\u306e\u5834\u5408\u306e\u8a08\u7b97\u5f0f\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u304c\u3001<em>t<\/em>\u5206\u5e03\u306e\u5834\u5408\u306f\u3001z<sub>1-\u03b1\/2<\/sub>\u3092t<sub>1-\u03b1\/2<\/sub>\u306b\u7f6e\u304d\u63db\u3048\u3066\u8a08\u7b97\u3057\u307e\u3059\u3002<em>t<\/em>\u5206\u5e03\u306e\u81ea\u7531\u5ea6\u306f\u3001\u7814\u7a76\u6570\u3092k\u3068\u3057\u305f\u5834\u5408k &#8211; 1\u3067\u3059\u300295%\u4e88\u6e2c\u533a\u9593\u306e\u5834\u5408\u306f\u3001\u03b1=0.05\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdBShBbFC3A64Ya7Wxi0FUgkCf2AvsLImClh1I0DObjP4fNcUut-nN998SUeRah8KFiwEB4OTpGNs2LDZxYjNZ2FbewFJJuqMeyPh4PtZMGF_J98NL2dqYDABO77H0brCqE6_oj?key=BLZzBBoIw_-MIJI4rVHyAg\" alt=\"\"\/><\/figure>\n\n\n\n<p>metafor\u306e\u5834\u5408\u3001\u4f8b\u3048\u3070rma\u95a2\u6570\u3067\u51e6\u7406\u3057\u305f\u7d50\u679c\u3092\u5909\u6570res\u306b\u683c\u7d0d\u3057\u305f\u3068\u3059\u308b\u3068\u3001<em>t<\/em>\u5206\u5e03\u306b\u57fa\u3065\u304f\u4e88\u6e2c\u533a\u9593\u306e\u8a08\u7b97\u306f\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002res\u304b\u3089\u7d71\u5408\u5024b\u3001\u305d\u306e\u6a19\u6e96\u8aa4\u5deese\u3001\u03c4<sup>2<\/sup>\u5024 tau2\u3001\u7814\u7a76\u6570k\u3092\u5f97\u3066\u3001qt\u95a2\u6570\u3067\u5f97\u305f<em>t<\/em>\u5024 tval\u3092\u5408\u308f\u305b\u306695\uff05\u4e88\u6e2c\u533a\u9593\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u3053\u306e\u4f8b\u306f\u3001\u30ea\u30b9\u30af\u6bd4\u306e\u5834\u5408\u306a\u306e\u3067\u3001b\u3001se\u3001\u03c4<sup>2<\/sup>\u5024\u306f\u5bfe\u6570\u30b9\u30b1\u30fc\u30eb\u4e0a\u3067\u8a08\u7b97\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u5909\u6570convlog\u30921\u306b\u8a2d\u5b9a\u3057\u3001\u4e0a\u9650\u5024uppert\u3001\u4e0b\u9650\u5024lowert\u304b\u3089Exponential\u3092\u8a08\u7b97\u3057\u3001predupt\u3001predlowt\u3092\u8a08\u7b97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#Prediction Interval based on t-distribution.\nmu_hat = res$b\nse_mu = res$se\ntau2 = res$tau2\nk = res$k\ntval = qt(0.975, df = k - 1)\nlowert = mu_hat - tval * sqrt(se_mu^2 + tau2)\nuppert = mu_hat + tval * sqrt(se_mu^2 + tau2)\npredlwt=lowert\npredupt=uppert\nif(convlog==1){\npredlwt=exp(lowert)\npredupt=exp(uppert)\n}<\/code><\/pre>\n\n\n\n<p>\u3059\u3067\u306b\u8ff0\u3079\u305f\u3088\u3046\u306b\u3001\u03c4<sup>2<\/sup>\u5024\u304c\uff10\u306e\u5834\u5408\u306f\u300195\uff05\u4fe1\u983c\u533a\u9593\u308295\uff05\u4e88\u6e2c\u533a\u9593\u3082\u540c\u3058\u6b63\u898f\u5206\u5e03\u3001\u3042\u308b\u3044\u306f<em>t<\/em>\u5206\u5e03\u3092\u7528\u3044\u3066\u8a08\u7b97\u3059\u308c\u3070\u540c\u3058\u5024\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u4f8b\u3048\u3070meta\u306e\u5834\u5408\u3067\u3042\u308c\u3070\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u4fe1\u983c\u533a\u9593\u306f\u6b63\u898f\u5206\u5e03\u3067\u4e88\u6e2c\u5206\u5e03\u306f<em>t<\/em>\u5206\u5e03\u306a\u306e\u3067\u3001\u540c\u3058\u5024\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>Cochrane Handbook for Systematic Reviews of Interventions\u306b\u3088\u308b\u3068\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u7d50\u679c\u3092\u63d0\u793a\u3059\u308b\u969b\u306b\u3001\u7d71\u5408\u5024\u306e\u4fe1\u983c\u533a\u9593\uff08Confidence Interval\uff09\u306b\u52a0\u3048\u3066\u4e88\u6e2c\u533a\u9593\uff08Prediction Interval\uff09\u3092\u542b\u3081\u308b\u3053\u3068\u306f\u3001\u5fc5\u9808\u3068\u307e\u3067\u306f\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u7279\u306b\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306b\u304a\u3044\u3066\u306f\u3001\u305d\u308c\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u5f37\u304f\u63a8\u5968\u3055\u308c\u3066\u304a\u308a\u3001\u9069\u5207\u3067\u306a\u3044\u89e3\u91c8\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30bd\u30fc\u30b9\u306f\u3001\u7814\u7a76\u6570\u304c\u9069\u5207\uff08\u4f8b\uff1a5\u3064\u4ee5\u4e0a\uff09\u3067\u3001\u30d5\u30a1\u30f3\u30cd\u30eb\u30d7\u30ed\u30c3\u30c8\u306b\u660e\u78ba\u306a\u975e\u5bfe\u79f0\u6027\u304c\u306a\u3044\u5834\u5408\u306b\u3001\u4e88\u6e2c\u533a\u9593\u306e\u4f7f\u7528\u3092\u63a8\u5968\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u7814\u7a76\u6570\u304c\u5c11\u306a\u3044\u5834\u5408\u3001\u4e88\u6e2c\u533a\u9593\u306f\u898b\u305b\u304b\u3051\u4e0a\u3001\u5e83\u304f\u898b\u3048\u305f\u308a\u72ed\u304f\u898b\u3048\u305f\u308a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u554f\u984c\u3068\u306a\u308b\u3053\u3068\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\uff0810.10.4.2 Interpretation of random-effects meta-analyses\uff09<\/p>\n\n\n\n<p>\u307e\u305f\u3001meta\u3084metafor\u3067\u306f\u3001\u983b\u5ea6\u8ad6\u6d3eFrequentist\u306e\u65b9\u6cd5\u3067\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u4fe1\u983c\u533a\u9593\u306f\u771f\u306e\u52b9\u679c\u63a8\u5b9a\u5024\u306e\u5206\u5e03\u3092\u8868\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u540c\u3058\u3053\u3068\u3092\u7e70\u308a\u8fd4\u3057\u305f\u3089\u3001\u305d\u306e\u305f\u3073\u306b\u7570\u306a\u308b\u4fe1\u983c\u533a\u9593\u306e\u5024\u304c\u5f97\u3089\u308c\u307e\u3059\u304c\u300195%\u306e\u5834\u5408\u306f\u3001\u771f\u306e\u5024\u304c\u305d\u306e\u9593\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u30ea\u30b9\u30af\u6bd4\u304c1.0\u4ee5\u4e0a\u306b\u306a\u308b\u78ba\u7387\u3092\u77e5\u308a\u305f\u3044\u5834\u5408\u3001\u983b\u5ea6\u8ad6\u6d3e\u306e\u4fe1\u983c\u533a\u9593\u306b\u57fa\u3065\u3044\u3066\u63a8\u6e2c\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30d9\u30a4\u30b8\u30a2\u30f3\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u78ba\u4fe1\u533a\u9593\u306b\u57fa\u3065\u3044\u3066\u63a8\u6e2c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u524d\u8005\u306e\u5834\u5408\u3001\u4fe1\u983c\u533a\u9593\u3068\u78ba\u4fe1\u533a\u9593\u304c\u307b\u307c\u540c\u3058\u3068\u3044\u3046\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6587\u732e\uff1a<\/p>\n\n\n\n<p>Higgins JP, Thompson SG, Spiegelhalter DJ: A re-evaluation of random-effects meta-analysis. J R Stat Soc Ser A Stat Soc 2009;172:137-159. doi: 10.1111\/j.1467-985X.2008.00552.x PMID: 19381330 <br>URL: <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/19381330\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/pubmed.ncbi.nlm.nih.gov\/19381330\/<\/a><\/p>\n\n\n\n<p>Cochrane Handbook for Systematic Reviews of Interventions<br>URL: <a href=\"https:\/\/www.cochrane.org\/authors\/handbooks-and-manuals\/handbook\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.cochrane.org\/authors\/handbooks-and-manuals\/handbook<\/a><\/p>\n\n\n\n<p>metafor <a href=\"https:\/\/cran.r-project.org\/web\/packages\/metafor\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/metafor\/index.html<\/a><br>Viechtbauer W (2010). \u201cConducting meta-analyses in R with the metafor package.\u201d <em>Journal of Statistical Software<\/em>, <strong>36<\/strong>(3), 1\u201348. <a href=\"https:\/\/doi.org\/10.18637\/jss.v036.i03\" target=\"_blank\" rel=\"noreferrer noopener\">doi:10.18637\/jss.v036.i03<\/a>.<\/p>\n\n\n\n<p>meta <a href=\"https:\/\/cran.r-project.org\/web\/packages\/meta\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/meta\/index.html<\/a><br>Balduzzi S, R\u00fccker G, Schwarzer G (2019). \u201cHow to perform a meta-analysis with R: a practical tutorial.\u201d <em>Evidence-Based Mental Health<\/em>, 153\u2013160.<\/p>\n\n\n\n<p>\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306e\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u7d50\u679c\u3092\u81e8\u5e8a\u306b\u9069\u7528\u3059\u308b\u5834\u5408\u3001Prediction Interval\u3082\u542b\u3081\u7d50\u679c\u306e\u89e3\u91c8\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002YouTube \u30c1\u30e3\u30f3\u30cd\u30eb IZ stat\u306b\u300c\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u81e8\u5e8a\u5fdc\u7528\uff1a\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306e\u89e3\u91c8-\u30c0\u30a4\u30a2\u30ed\u30b0- \u300d\u306e\u52d5\u753b\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u81e8\u5e8a\u5fdc\u7528\uff1a\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306e\u89e3\u91c8 - \u30c0\u30a4\u30a2\u30ed\u30b0\" width=\"840\" height=\"473\" src=\"https:\/\/www.youtube.com\/embed\/eGAet4jG3UI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>IZ stat URL\uff1a<a href=\"https:\/\/www.youtube.com\/channel\/UCqzzJbfQwKDvValptCAM4gg\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/channel\/UCqzzJbfQwKDvValptCAM4gg<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3067\u306f\u8907\u6570\u306e\u7814\u7a76\u306e\u52b9\u679c\u63a8\u5b9a\u5024\u306e\u7d71\u5408\u5024\u3068\u305d\u306e95%\u4fe1\u983c\u533a\u9593\u304c\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u3067\u306f\u7814\u7a76\u9593\u306e\u3070\u3089\u3064\u304d\u306e\u6307\u6a19\u3068\u3057\u3066\u03c42\u5024\u304c\u8a08\u7b97\u3055\u308c\u3001\u4e88\u6e2c\u533a\u9593Prediction Interval\u306e\u8a08\u7b97\u306f\u7d71\u5408\u5024\u306e\u5206\u6563\u306b &hellip; <a href=\"https:\/\/info.zanet.biz\/?p=1827\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u4e88\u6e2c\u533a\u9593Prediction Interval&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32,2],"tags":[],"class_list":["post-1827","post","type-post","status-publish","format-standard","hentry","category-statistics","category-sr"],"_links":{"self":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/1827","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1827"}],"version-history":[{"count":3,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/1827\/revisions"}],"predecessor-version":[{"id":1830,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/1827\/revisions\/1830"}],"wp:attachment":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1827"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1827"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1827"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}