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Machine learning validation of a simple prediction model for the correlation between advanced age and clinical outcomes in patients with aneurysmal subarachnoid hemorrhage.

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Title: Machine learning validation of a simple prediction model for the correlation between advanced age and clinical outcomes in patients with aneurysmal subarachnoid hemorrhage.
Authors: Ikawa F; Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551, Japan. fikawa-nsu@umin.ac.jp.; Department of Neurosurgery, Shimane Prefectural Central Hospital, 4-1-1 Himebara, Izumo-shi, Shimane-ken, 693- 8555, Japan. fikawa-nsu@umin.ac.jp., Ichihara N; Department of Medical Innovation, University of Osaka, 2-2 Yamadaoka, Suita, Osaka, 565-0871, Japan., Horie N; Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551, Japan., Shiokawa Y; Department of Neurosurgery, Fuji Brain Istitute and Hospital, 270-12, Sugita, Fujinomiya, Shizuoka, 418-0021, Japan., Nakatomi H; Department of Neurosurgery, Kyorin University School of Medicine, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181- 8611, Japan., Ohkuma H; Department of Neurosurgery, Hirosaki University Graduate School, 5 Zaifu-cho Hirosaki City, Aomori, 036-8562, Japan., Shimamura N; Department of Neurosurgery, Hirosaki University Graduate School, 5 Zaifu-cho Hirosaki City, Aomori, 036-8562, Japan., Ueba T; Department of Neurosurgery, Kochi Medical School, Kochi University, Kohasu, Oko-cho, Nankoku-city, Kochi, 783-8505, Japan., Fukuda H; Department of Neurosurgery, Kochi Medical School, Kochi University, Kohasu, Oko-cho, Nankoku-city, Kochi, 783-8505, Japan., Murayama Y; Department of Neurosurgery, The Jikei University School of Medicine, 3-25-8, Nishi-Shimbashi, Minato-ku, Tokyo, 105-8461, Japan., Sorimachi T; Department of Neurosurgery, Tokai University Medical College, 143, Shimokasuya, Isehara City, 259-1193, Kanagawa, Japan., Kurita H; Department of Neurosurgery, International Medical Center, Saitama Medical University, 1397-1, Yamane, Hidaka- City, Saitama, 350-1298, Japan., Suzuki K; Department of Neurosurgery, International Medical Center, Saitama Medical University, 1397-1, Yamane, Hidaka- City, Saitama, 350-1298, Japan., Nakahara I; Department of Neurosurgery, Fujita Health University Bantane Hospital, 3-6-10 Otobashi, Nakagawa, Nagoya, Aichi, 454-8509, Japan., Kawamata T; Department of Neurosurgery, Tokyo Women's Medical University, 8-1, Kawada-cho, Shinjuku-ku, Tokyo, 162- 8666, Japan., Ishikawa T; Department of Neurosurgery, Tokyo Women's Medical University, 8-1, Kawada-cho, Shinjuku-ku, Tokyo, 162- 8666, Japan., Chin M; Department of Neurosurgery, Kurashiki Central Hospital, 1-1-1 Miwa, Kurashiki, Okayama, 710-8602, Japan., Ogasawara K; Department of Neurosurgery, Iwate Medical University, Morioka, 1-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan., Yamaguchi S; Department of Neurology, Shimane Prefectural Central Hospital, 4-1-1 Himebara, Izumo-shi, Shimane-ken, 693-8555, Japan., Toyoda K; Department of Cerebrovascular Medicine, National Cerebral and Cardiovascular Center, 6-1 Kishibe- Shimmachi, Suita, Osaka, 564-8565, Japan., Kobayashi S; Kobayashi Hospital, 510 Imaichi, Izumo City, Shimane, 693-0001, Japan.
Corporate Authors: Japan Stroke Data Bank Investigators
Source: Neurosurgical review [Neurosurg Rev] 2025 Jan 14; Vol. 48 (1), pp. 44. Date of Electronic Publication: 2025 Jan 14.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Springer Berlin Heidelberg Country of Publication: Germany NLM ID: 7908181 Publication Model: Electronic Cited Medium: Internet ISSN: 1437-2320 (Electronic) Linking ISSN: 03445607 NLM ISO Abbreviation: Neurosurg Rev Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning validation of a simple prediction model for the correlation between advanced age and clinical outcomes in patients with aneurysmal subarachnoid hemorrhage.
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  Data: <searchLink fieldCode="AU" term="%22Ikawa+F%22">Ikawa F</searchLink>; Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551, Japan. fikawa-nsu@umin.ac.jp.; Department of Neurosurgery, Shimane Prefectural Central Hospital, 4-1-1 Himebara, Izumo-shi, Shimane-ken, 693- 8555, Japan. fikawa-nsu@umin.ac.jp.<br /><searchLink fieldCode="AU" term="%22Ichihara+N%22">Ichihara N</searchLink>; Department of Medical Innovation, University of Osaka, 2-2 Yamadaoka, Suita, Osaka, 565-0871, Japan.<br /><searchLink fieldCode="AU" term="%22Horie+N%22">Horie N</searchLink>; Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551, Japan.<br /><searchLink fieldCode="AU" term="%22Shiokawa+Y%22">Shiokawa Y</searchLink>; Department of Neurosurgery, Fuji Brain Istitute and Hospital, 270-12, Sugita, Fujinomiya, Shizuoka, 418-0021, Japan.<br /><searchLink fieldCode="AU" term="%22Nakatomi+H%22">Nakatomi H</searchLink>; Department of Neurosurgery, Kyorin University School of Medicine, 6-20-2 Shinkawa, Mitaka-shi, Tokyo, 181- 8611, Japan.<br /><searchLink fieldCode="AU" term="%22Ohkuma+H%22">Ohkuma H</searchLink>; Department of Neurosurgery, Hirosaki University Graduate School, 5 Zaifu-cho Hirosaki City, Aomori, 036-8562, Japan.<br /><searchLink fieldCode="AU" term="%22Shimamura+N%22">Shimamura N</searchLink>; Department of Neurosurgery, Hirosaki University Graduate School, 5 Zaifu-cho Hirosaki City, Aomori, 036-8562, Japan.<br /><searchLink fieldCode="AU" term="%22Ueba+T%22">Ueba T</searchLink>; Department of Neurosurgery, Kochi Medical School, Kochi University, Kohasu, Oko-cho, Nankoku-city, Kochi, 783-8505, Japan.<br /><searchLink fieldCode="AU" term="%22Fukuda+H%22">Fukuda H</searchLink>; Department of Neurosurgery, Kochi Medical School, Kochi University, Kohasu, Oko-cho, Nankoku-city, Kochi, 783-8505, Japan.<br /><searchLink fieldCode="AU" term="%22Murayama+Y%22">Murayama Y</searchLink>; Department of Neurosurgery, The Jikei University School of Medicine, 3-25-8, Nishi-Shimbashi, Minato-ku, Tokyo, 105-8461, Japan.<br /><searchLink fieldCode="AU" term="%22Sorimachi+T%22">Sorimachi T</searchLink>; Department of Neurosurgery, Tokai University Medical College, 143, Shimokasuya, Isehara City, 259-1193, Kanagawa, Japan.<br /><searchLink fieldCode="AU" term="%22Kurita+H%22">Kurita H</searchLink>; Department of Neurosurgery, International Medical Center, Saitama Medical University, 1397-1, Yamane, Hidaka- City, Saitama, 350-1298, Japan.<br /><searchLink fieldCode="AU" term="%22Suzuki+K%22">Suzuki K</searchLink>; Department of Neurosurgery, International Medical Center, Saitama Medical University, 1397-1, Yamane, Hidaka- City, Saitama, 350-1298, Japan.<br /><searchLink fieldCode="AU" term="%22Nakahara+I%22">Nakahara I</searchLink>; Department of Neurosurgery, Fujita Health University Bantane Hospital, 3-6-10 Otobashi, Nakagawa, Nagoya, Aichi, 454-8509, Japan.<br /><searchLink fieldCode="AU" term="%22Kawamata+T%22">Kawamata T</searchLink>; Department of Neurosurgery, Tokyo Women's Medical University, 8-1, Kawada-cho, Shinjuku-ku, Tokyo, 162- 8666, Japan.<br /><searchLink fieldCode="AU" term="%22Ishikawa+T%22">Ishikawa T</searchLink>; Department of Neurosurgery, Tokyo Women's Medical University, 8-1, Kawada-cho, Shinjuku-ku, Tokyo, 162- 8666, Japan.<br /><searchLink fieldCode="AU" term="%22Chin+M%22">Chin M</searchLink>; Department of Neurosurgery, Kurashiki Central Hospital, 1-1-1 Miwa, Kurashiki, Okayama, 710-8602, Japan.<br /><searchLink fieldCode="AU" term="%22Ogasawara+K%22">Ogasawara K</searchLink>; Department of Neurosurgery, Iwate Medical University, Morioka, 1-1-1 Idaidori, Yahaba-cho, Shiwa-gun, Iwate, 028-3694, Japan.<br /><searchLink fieldCode="AU" term="%22Yamaguchi+S%22">Yamaguchi S</searchLink>; Department of Neurology, Shimane Prefectural Central Hospital, 4-1-1 Himebara, Izumo-shi, Shimane-ken, 693-8555, Japan.<br /><searchLink fieldCode="AU" term="%22Toyoda+K%22">Toyoda K</searchLink>; Department of Cerebrovascular Medicine, National Cerebral and Cardiovascular Center, 6-1 Kishibe- Shimmachi, Suita, Osaka, 564-8565, Japan.<br /><searchLink fieldCode="AU" term="%22Kobayashi+S%22">Kobayashi S</searchLink>; Kobayashi Hospital, 510 Imaichi, Izumo City, Shimane, 693-0001, Japan.
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  Data: <searchLink fieldCode="JN" term="%227908181%22">Neurosurgical review</searchLink> [Neurosurg Rev] 2025 Jan 14; Vol. 48 (1), pp. 44. <i>Date of Electronic Publication: </i>2025 Jan 14.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Berlin+Heidelberg%22">Springer Berlin Heidelberg </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>7908181 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1437-2320 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203445607%22">03445607 </searchLink><i>NLM ISO Abbreviation: </i>Neurosurg Rev <i>Subsets: </i>MEDLINE
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