{"id":5645,"date":"2026-10-23T23:56:30","date_gmt":"2026-10-23T15:56:30","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5645"},"modified":"2026-10-23T23:56:30","modified_gmt":"2026-10-23T15:56:30","slug":"202610-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-accurately-predicting-mood-episodes-in-mood-disorder-patients-using-wearable-sleep-and-circadian-rhythm-features","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202610-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-accurately-predicting-mood-episodes-in-mood-disorder-patients-using-wearable-sleep-and-circadian-rhythm-features\/","title":{"rendered":"202610 \u8bba\u6587\u7814\u8bfb-Accurately predicting mood episodes in mood disorder patients using wearable sleep and circadian rhythm features"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\uff1aDongju Lim, Jaegwon Jeong, Yun Min Song, Chul-Hyun Cho, Ji Won Yeom, Taek Lee, Jung-Been Lee, Heon-Jeong Lee,  Jae Kyoung Kim<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5355\u4f4d\uff1aKAIST; Institute for Basic Science; Korea University; Sun Moon University<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u671f\u520a\uff1anpj Digital Medicine\uff0c2024<\/p>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\">\u80cc\u666f<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"417\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-11-1024x417.png\" alt=\"\" class=\"wp-image-5647\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-11-1024x417.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-11-300x122.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-11-768x313.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-11.png 1137w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\">\u6838\u5fc3\u8d21\u732e<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-12-1024x458.png\" alt=\"\" class=\"wp-image-5648\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-12-1024x458.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-12-300x134.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-12-768x344.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-12.png 1191w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\">\u65b9\u6cd5<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"545\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-19-1024x545.png\" alt=\"\" class=\"wp-image-5655\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-19-1024x545.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-19-300x160.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-19-768x409.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-19.png 1193w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u5206\u7c7b\u7b97\u6cd5\u57fa\u4e8e\u7761\u7720\u6a21\u5f0f\u4fe1\u606f\u9884\u6d4b\u5fc3\u5883\u53d1\u4f5c\u7684\u7814\u7a76\u6846\u67b6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1\u3001\u7761\u7720\u7ed3\u6784\u7279\u5f81\u63d0\u53d6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u7761\u7720\u2014\u89c9\u9192\u5e8f\u5217\u6784\u5efa\u7761\u7720\u7a97\u53e3\uff1a\u5904\u7406\u4e0d\u8db310\u5206\u949f\u7684\u77ed\u6682\u7761\u7720\u6216\u89c9\u9192\u7247\u6bb5\uff0c\u5c06\u95f4\u9694\u4e0d\u8db31\u5c0f\u65f6\u7684\u7761\u7720\u7a97\u53e3\u5408\u5e76\uff0c\u518d\u4ee53.75\u5c0f\u65f6\u4e3a\u754c\u5212\u5206\u957f\u3001\u77ed\u7761\u7720\u7a97\u53e3\u3002<br>\u63d0\u53d610\u4e2a\u7761\u7720\u6307\u6807\uff1a a (ii) \u5f97\u5230\u7684\u957f\u77ed\u7761\u7720\u7a97\u53e3\u5bf9\u5e94\u7684\u65f6\u957f\u3001\u6570\u91cf\u3001\u5b9e\u9645\u7761\u7720\u65f6\u95f4\u548c\u89c9\u9192\u65f6\u95f4\u3001\u5168\u5929\u7761\u7720\u5360\u6bd4\u3001\u7761\u7720\u632f\u5e45<br>\u63d0\u53d62 \u4e2a\u663c\u591c\u8282\u5f8b\u6307\u6807\uff1a\u663c\u591c\u632f\u5e45\u3001\u663c\u591c\u76f8\u4f4d\uff08DLMO\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"252\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-15-1024x252.png\" alt=\"\" class=\"wp-image-5651\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-15-1024x252.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-15-300x74.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-15-768x189.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-15.png 1116w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"383\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-16-1024x383.png\" alt=\"\" class=\"wp-image-5652\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-16-1024x383.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-16-300x112.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-16-768x288.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-16.png 1458w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">2\u3001\u663c\u591c\u8282\u5f8b\u72b6\u6001\u4f30\u8ba1<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbe\u6e05\u9192\u65f6\u5149\u7167\u4e3a250 lux\u3001\u7761\u7720\u65f6\u4e3a0 lux\uff0c\u5c06\u7761\u7720\u2014\u89c9\u9192\u5e8f\u5217\u8f6c\u6362\u4e3a\u5149\u7167\u8f93\u5165\uff0c\u9a71\u52a8\u6570\u5b66\u6a21\u578b\u6a21\u62df\u6838\u5fc3\u4f53\u6e29\u8282\u5f8b\u3002\u636e\u6b64\u83b7\u5f97\u4e24\u4e2a\u6a21\u578b\u4f30\u8ba1\u6307\u6807\uff1a<br>\u8282\u5f8b\u632f\u5e45\uff1a \u6a21\u62df\u6838\u5fc3\u4f53\u6e29\u8282\u5f8b\u7684\u632f\u5e45\u3002<br>\u8282\u5f8b\u76f8\u4f4d\uff1a 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class=\"wp-block-paragraph\">3\u3001\u4e2a\u4f53\u57fa\u7ebf\u8868\u5f81<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf912\u4e2a\u57fa\u7840\u6307\u6807\u6784\u5efa\u5747\u503c\u3001\u6807\u51c6\u5dee\u548cZ-score\uff0c\u5171\u5f62\u6210\uff1a<br>12\u4e2a\u6307\u6807 \u00d7 3\u79cd\u7edf\u8ba1\u8868\u5f81\uff1d36\u7ef4\u7279\u5f81\u3002<br>\u5176\u4e2d\uff0cZ-score\u8868\u793a\u5f53\u65e5\u6307\u6807\u76f8\u5bf9\u8be5\u60a3\u8005\u4e2a\u4eba\u5206\u5e03\u7684\u504f\u79bb\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4\u3001\u5206\u7c7b\u9884\u6d4b\u4e0e\u89e3\u91ca<\/p>\n\n\n\n<p 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https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-18.png 1144w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\">\u5b9e\u9a8c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"298\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-20-1024x298.png\" alt=\"\" class=\"wp-image-5656\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-20-1024x298.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-20-300x87.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-20-768x223.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/10\/image-20.png 1138w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p 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