{"id":14732,"date":"2022-09-02T10:52:18","date_gmt":"2022-09-02T10:52:18","guid":{"rendered":"https:\/\/appliedsmtdev.wpenginepowered.com\/pharmaceutical-blog\/the-data-scientist-conundrum-part-2\/"},"modified":"2026-01-05T00:13:57","modified_gmt":"2026-01-05T08:13:57","slug":"the-data-scientist-conundrum-part-2","status":"publish","type":"pharmaceutical-blog","link":"https:\/\/appliedsmartfactory.com\/zh-hans\/pharmaceutical-blog\/ai-ml-zh-hans\/the-data-scientist-conundrum-part-2\/","title":{"rendered":"\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u96be\u9898\u2014\u2014\u6570\u636e\u63a2\u7d22\u548c\u7279\u5f81\u5de5\u7a0b\uff08\u7b2c2\u7bc7\uff0c\u51715\u7bc7\uff09"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14732\" class=\"elementor elementor-14732 elementor-13196\" data-elementor-post-type=\"pharmaceutical-blog\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8913db7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8913db7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5b46cff6\" data-id=\"5b46cff6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-583efa97 elementor-widget elementor-widget-text-editor\" data-id=\"583efa97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u5728\u6211\u4eec\u5173\u4e8e\u201c\u6570\u636e\u79d1\u5b66\u5bb6\u96be\u9898\u7cfb\u5217\u201d\u535a\u5ba2\u7b2c1\u7bc7\u5efa\u6a21\u4e00\u6587\u4e2d\uff0c\u6211\u4eec\u63cf\u8ff0\u4e86\u5efa\u6a21\u5de5\u4f5c\u4e2d\u7b2c\u4e00\u6b65\u4f1a\u9047\u5230\u7684\u5178\u578b\u95ee\u9898\uff0c\u5e76\u5efa\u8bae\u5c06 SmartFactory Rx<sup>\u2122<\/sup> \u89e3\u51b3\u65b9\u6848\u4f5c\u4e3a\u5c3d\u91cf\u51cf\u5c11\u8fd9\u4e9b\u6311\u6218\u7684\u9014\u5f84 [<a style=\"font-size: 18px;\" href=\"https:\/\/appliedsmartfactory.com\/zh-hans\/pharmaceutical-blog\/ai-ml-zh-hans\/the-data-scientist-conundrum-part-1\/\" rel=\"noopener\">https:\/\/appliedsmartfactory.com\/zh-hans\/pharmaceutical-blog\/ai-ml-zh-hans\/the-data-scientist-conundrum-part-1\/<\/a>]\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5982\u56fe1\u6240\u793a\uff0c\u5bf9\u4e8e\u672a\u5efa\u6a21\u8fc7\u7684\u7cfb\u7edf\uff0c\u7b2c\u4e00\u6b65\u5de5\u4f5c\u5360\u7528\u4e86\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5927\u90e8\u5206\u65f6\u95f4\uff0c\u7ea6\u5360 65% \u5230 95% \u4e0d\u7b49\u3002 \u4ece\u7ecf\u9a8c\u6765\u770b\uff0c\u6570\u636e\u79d1\u5b66\u5bb6\u901a\u5e38\u4f1a\u5c06 75% &#8211; 80% \u7684\u65f6\u95f4\u7528\u4e8e\u6570\u636e\u805a\u5408\u3001\u6e05\u7406\u548c\u9884\u5904\u7406\u4efb\u52a1\u4e0a\u3002\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ad9439b elementor-widget elementor-widget-image\" data-id=\"5ad9439b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2022\/09\/blog-figure-1-pyramid.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Blog Figure 1 Pyramid\" data-elementor-lightbox-description=\"Typical steps in the modeling process \" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTA4OTksInVybCI6Imh0dHBzOlwvXC9hcHBsaWVkc21hcnRmYWN0b3J5LmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyMlwvMDlcL2Jsb2ctZmlndXJlLTEtcHlyYW1pZC5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"675\" height=\"450\" src=\"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2022\/09\/blog-figure-1-pyramid.jpg\" class=\"attachment-full size-full wp-image-10899\" alt=\"Blog Figure 1 Pyramid\" srcset=\"https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2022\/09\/blog-figure-1-pyramid.jpg 675w, https:\/\/appliedsmartfactory.com\/wp-content\/uploads\/2022\/09\/blog-figure-1-pyramid-300x200.jpg 300w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u56fe1\uff1a\u5efa\u6a21\u8fc7\u7a0b\u4e2d\u7684\u5178\u578b\u6b65\u9aa4 <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ebe4a36 elementor-widget elementor-widget-text-editor\" data-id=\"2ebe4a36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u7269\u7406\/\u5316\u5de5\u7cfb\u7edf\u5efa\u6a21\u7684\u7b2c\u4e8c\u6b65\uff0c\u5373\uff1a\u63a2\u7d22\u5de5\u7a0b\u548c\u7279\u5f81\u5de5\u7a0b\u3002 \u4f20\u7edf\u7684\u5efa\u6a21\u65b9\u6cd5\u4ee5\u7b2c\u4e00\u539f\u7406\u4e3a\u57fa\u7840\u6765\u5efa\u6a21\uff0c\u5373\u4f7f\u7528\u4f20\u8f93\u73b0\u8c61\u65b9\u7a0b\u3001\u76f8\u5173\u5316\u5b66\u53cd\u5e94\u5e73\u8861\u3001\u7b49\u79bb\u5b50\u4f53\u65b9\u7a0b\u7b49\uff0c\u7528\u4e8e\u9700\u8981\u8fd1\u5b9e\u65f6\u51b3\u7b56\u7684\u751f\u4ea7\u7ebf\u4e0a\u5e94\u7528\uff1b \u800c\u8fd9\u53cd\u8fc7\u6765\u4f7f\u8fd9\u9879\u5de5\u4f5c\u7684\u6210\u672c\u53d8\u5f97\u975e\u5e38\u6602\u8d35\uff0c\u56e0\u4e3a\u9700\u8981\u5927\u91cf\u7684\u4f20\u611f\u5668\u3001\u91c7\u6837\/\u8ba1\u91cf\u548c\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u6765\u63d0\u4f9b\u53ca\u65f6\u7684\u7ed3\u679c\u3002 \u51fa\u4e8e\u8fd9\u4e2a\u539f\u56e0\uff0c\u7edf\u8ba1\u6a21\u578b\u88ab\u53d1\u660e\u51fa\u6765\uff0c\u5e76\u88ab\u8bc1\u660e\u5bf9\u8bb8\u591a\u884c\u4e1a\u90fd\u5927\u6709\u88e8\u76ca\u3002 \u5728\u4e0a\u4e2a\u4e16\u7eaa\uff0c\u5355\u53d8\u91cf (UVA) \u548c\u591a\u53d8\u91cf (MVA) \u6280\u672f\u5df2\u88ab\u7528\u4e8e\u76d1\u6d4b\u751f\u4ea7\u7ebf\u6548\u7387\u3001\u5f02\u5e38\u68c0\u6d4b\u4ee5\u53ca\u7ef4\u62a4\u9700\u6c42\u3002 \u5f53\u968f\u673a\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f (ML) \u88ab\u6dfb\u52a0\u5230\u5efa\u6a21\u8005\u53ef\u7528\u7684\u201c\u5de5\u5177\u7bb1\u201d\u4e2d\u65f6\uff0cUVA \u548c MVA \u6a21\u578b\u7684\u9002\u7528\u6027\u5f97\u5230\u4e86\u6781\u5927\u7684\u589e\u5f3a\u3002\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af5e26b elementor-widget elementor-widget-text-editor\" data-id=\"af5e26b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u6211\u4eec\u4e00\u76f4\u5728\u534f\u52a9\u6211\u4eec\u7684\u5ba2\u6237\u76d1\u6d4b\u4ed6\u4eec\u5728\u663e\u793a\u5668\u3001\u592a\u9633\u80fd\u3001\u534a\u5bfc\u4f53\u4ee5\u53ca\u5236\u836f\u548c\u5176\u4ed6\u6d41\u7a0b\u5de5\u4e1a\u4e2d\u7684\u5f00\u53d1\u548c\u751f\u4ea7\u7ebf\u3002 \u8fd9\u4e9b\u5ba2\u6237\u7684\u5171\u540c\u9700\u6c42\u662f\u53ef\u7528\u6027\u3001\u7075\u6d3b\u6027\u4ee5\u53ca\u51c6\u786e\u6027\u3002 \u4e3a\u4e86\u6ee1\u8db3\u5ba2\u6237\u7684\u671f\u671b\uff0c\u6211\u4eec\u5c06\u7edf\u8ba1\u65b9\u6cd5\u7684\u7b80\u5355\u6027\u4e0e\u7b2c\u4e00\u6027\u539f\u7406\u65b9\u6cd5\u7684\u51c6\u786e\u6027\u76f8\u7ed3\u5408\u3002 \u8fd9\u4e3a\u6211\u4eec\u7684\u5ba2\u6237\u63d0\u4f9b\u4e86\u521b\u5efa\u201c\u6df7\u5408\u201d\u6a21\u578b\u7684\u80fd\u529b\u2014\u2014\u8be5\u6a21\u578b\u4e0d\u4ec5\u57fa\u4e8e\u7edf\u8ba1\uff0c\u8fd8\u57fa\u4e8e\u8bbe\u5907\u8bbe\u8ba1\u65b9\u7a0b\uff0c\u65e0\u8bba\u8fd9\u4e9b\u65b9\u7a0b\u662f\u6d41\u52a8\u3001\u6269\u6563\u3001\u70ed\u4f20\u9012\u3001\u53cd\u5e94\u5e73\u8861\u8fd8\u662f\u5176\u4ed6\u76f8\u5173\u65b9\u7a0b\u3002\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9f75a7 elementor-widget elementor-widget-text-editor\" data-id=\"e9f75a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSmartFactory Rx \u89e3\u51b3\u65b9\u6848\u7684\u6846\u67b6\u4e3a\u6211\u4eec\u7684\u5236\u836f\u548c\u6d41\u7a0b\u5de5\u4e1a\u5ba2\u6237\u63d0\u4f9b\u4e86\u8fd9\u79cd\u53ef\u80fd\u6027\u3002 \u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u7edf\u8ba1\u91cf\uff08\u5728UVA \u6216 MVA \u6a21\u578b\u4e2d\uff09\u6765\u5b9e\u65f6\u6bd4\u8f83\u5de5\u827a\u53c2\u6570\uff0c\u5e76\u901a\u8fc7\u7528\u6237\u5b9a\u4e49\u7684\u65b9\u7a0b\u5f0f\u76d1\u6d4b\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002 \u56e0\u6b64\uff0c\u7528\u6237\u53ef\u4ee5\u6beb\u4e0d\u8d39\u529b\u5730\u8bc6\u522b\u51fa\u5bf9\u7279\u5b9a\u5de5\u827a\u548c\u8bbe\u5907\u8fdb\u884c\u76d1\u6d4b\u7684\u5173\u952e\u7279\u5f81\u3002\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96c4f3f elementor-widget elementor-widget-text-editor\" data-id=\"96c4f3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u8fd9\u91cc\u7684\u4e00\u4e2a\u5173\u952e\u70b9\u662f\u5de5\u827a\u8bbe\u5907\u7684\u4e0d\u540c\u884c\u4e3a\uff0c\u5b83\u589e\u52a0\u4e86\u5de5\u827a\u53ef\u53d8\u6027\u3002 \u5bf9\u4e8e\u8fd9\u79cd\u4e0d\u540c\u7684\u8bbe\u5907\u884c\u4e3a\uff0c\u5c24\u5176\u662f\u5f53\u5b83\u4eec\u5904\u4e8e\u4e0d\u540c\u7684\u7ef4\u62a4\u5468\u671f\u65f6\uff0cSmartFactory Rx \u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5305\u62ec MVA \u548c \u673a\u5668\u5b66\u4e60 (ML) \u65b9\u6cd5\u5728\u5185\u7684\u7edf\u8ba1\u65b9\u6cd5\uff0c\u4ee5\u66f4\u4f4e\u7684\u8ba1\u7b97\u6210\u672c\u8fdb\u884c\u6709\u6548\u7684\u5904\u7406\u3002\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e1ec1f elementor-widget elementor-widget-text-editor\" data-id=\"5e1ec1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u9664\u6b64\u4e4b\u5916\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u4f7f\u7528 Python \u7f16\u5199\u81ea\u5df1\u7684\u673a\u5668\u5b66\u4e60 (ML) \u6a21\u578b\uff0c\u8fd9\u4e00\u529f\u80fd\u5bf9\u7cbe\u901a\u4ee3\u7801\u7684\u5ba2\u6237\u5f88\u6709\u5438\u5f15\u529b\uff0c\u4ed6\u4eec\u8ba4\u8bc6\u5230\u6211\u4eec\u7684 SmartFactory Rx \u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u4e86\u4e00\u4e2a\u975e\u5e38\u7075\u6d3b\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53ef\u4ee5\u6784\u5efa\u201c\u6df7\u5408\u201d\u6a21\u578b\uff08\u7edf\u8ba1\u548c\u7b2c\u4e00\u539f\u7406\uff09\u76d1\u6d4b\u4ed6\u4eec\u7684\u5236\u836f\u6216\u5176\u4ed6\u5de5\u827a\u751f\u4ea7\u7ebf\u3002\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-dcd2eca blog-btn-wrapper elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dcd2eca\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f615d92\" data-id=\"f615d92\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-36434d18 elementor-button-info elementor-widget elementor-widget-button\" data-id=\"36434d18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/blog\/the-data-scientist-conundrum-part-1\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-left\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Part 1: Burden of complexity<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a8df36d\" data-id=\"a8df36d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78bd697f elementor-button-info elementor-align-right elementor-widget elementor-widget-button\" data-id=\"78bd697f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/blog\/the-data-scientist-conundrum-part-3\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-right\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Part 3: Model selection<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4a3325f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4a3325f0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2ba49204\" data-id=\"2ba49204\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-518e00b0 elementor-widget elementor-widget-text-editor\" data-id=\"518e00b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"margin: 10px;\">\u4e86\u89e3\u66f4\u591a\u6211\u4eec\u4e3a\u5236\u836f\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1010ddf5 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1010ddf5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/zh-hans\/connect\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u8054\u7cfb\u6211\u4eec<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u501f\u52a9\u96c6\u6210\u7684\u7aef\u5230\u7aef\u8f6f\u4ef6\u89e3\u51b3\u65b9\u6848\uff0c\u8ba9\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5de5\u4f5c\u53d8\u8f7b\u677e\u3002<\/p>\n","protected":false},"author":48,"featured_media":10867,"menu_order":0,"template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"pharmaceutical-blog-category":[253,256],"pharmaceutical-blog-tag":[238],"class_list":["post-14732","pharmaceutical-blog","type-pharmaceutical-blog","status-publish","has-post-thumbnail","hentry","pharmaceutical-blog-category-ai-ml-zh-hans","pharmaceutical-blog-category-pharma-zh-hans","pharmaceutical-blog-tag-pharma-zh-hans"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/pharmaceutical-blog\/14732","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/pharmaceutical-blog"}],"about":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/types\/pharmaceutical-blog"}],"author":[{"embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/users\/48"}],"version-history":[{"count":0,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/pharmaceutical-blog\/14732\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/media\/10867"}],"wp:attachment":[{"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=14732"}],"wp:term":[{"taxonomy":"pharmaceutical-blog-category","embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/pharmaceutical-blog-category?post=14732"},{"taxonomy":"pharmaceutical-blog-tag","embeddable":true,"href":"https:\/\/appliedsmartfactory.com\/zh-hans\/wp-json\/wp\/v2\/pharmaceutical-blog-tag?post=14732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}