{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,29]],"date-time":"2025-10-29T19:28:37Z","timestamp":1761766117837},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"1","funder":[{"name":"Grant-in-Aid for Research on Propulsion Study of Clinical Research from the Ministry of Health, Labour and Welfare"},{"DOI":"10.13039\/501100008884","name":"NAKATANI foundation for advancement of measuring technologies in biomedical engineering","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100008884","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["BMC Med Inform Decis Mak"],"published-print":{"date-parts":[[2016,12]]},"DOI":"10.1186\/s12911-016-0361-9","type":"journal-article","created":{"date-parts":[[2016,9,13]],"date-time":"2016-09-13T00:46:38Z","timestamp":1473727598000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Predicting Japanese Kampo formulas by analyzing database of medical records: a preliminary observational study"],"prefix":"10.1186","volume":"16","author":[{"given":"Tetsuhiro","family":"Yoshino","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kotoe","family":"Katayama","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuko","family":"Horiba","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaori","family":"Munakata","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Yamaguchi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Seiya","family":"Imoto","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Satoru","family":"Miyano","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hideki","family":"Mima","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kenji","family":"Watanabe","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,9,13]]},"reference":[{"key":"361_CR1","first-page":"38","volume":"513","author":"ON-LINE Survey","year":"2010","unstructured":"ON-LINE Survey. Actual use research and consciousness survey on Kampo medicine 2010. Nikkei Med Suppl. 2010;513:38\u20139.","journal-title":"Nikkei Med Suppl"},{"key":"361_CR2","doi-asserted-by":"crossref","first-page":"139818","DOI":"10.1155\/2012\/139818","volume":"2012","author":"EC Moschik","year":"2012","unstructured":"Moschik EC, Mercado C, Yoshino T, Matsuura K, Watanabe K. Usage and attitudes of physicians in Japan concerning traditional Japanese medicine (kampo medicine): a descriptive evaluation of a representative questionnaire-based survey. Evid Based Complement Alternat Med. 2012;2012:139818.","journal-title":"Evid Based Complement Alternat Med"},{"issue":"2\u20133","key":"361_CR3","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.phymed.2006.09.015","volume":"14","author":"T Kubo","year":"2007","unstructured":"Kubo T, Nishimura H. Antipyretic effect of Mao-to, a Japanese herbal medicine, for treatment of type A influenza infection in children. Phytomedicine. 2007;14(2\u20133):96\u2013101.","journal-title":"Phytomedicine"},{"issue":"5","key":"361_CR4","doi-asserted-by":"crossref","first-page":"300","DOI":"10.4236\/health.2011.35052","volume":"3","author":"M Saita","year":"2011","unstructured":"Saita M, Naito T, Boku S, Watanabe Y, Suzuki M, Oka F, et al. The efficacy of ma-huang-tang (maoto) against influenza. Health. 2011;3(5):300\u20133.","journal-title":"Health"},{"issue":"4","key":"361_CR5","doi-asserted-by":"crossref","first-page":"534","DOI":"10.1007\/s10156-012-0378-7","volume":"18","author":"S Nabeshima","year":"2012","unstructured":"Nabeshima S, Kashiwagi K, Ajisaka K, Masui S, Takeoka H, Ikematsu H, et al. A randomized, controlled trial comparing traditional herbal medicine and neuraminidase inhibitors in the treatment of seasonal influenza. J Infect Chemother. 2012;18(4):534\u201343.","journal-title":"J Infect Chemother"},{"issue":"1","key":"361_CR6","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1002\/hup.2286","volume":"28","author":"Y Matsuda","year":"2013","unstructured":"Matsuda Y, Kishi T, Shibayama H, Iwata N. Yokukansan in the treatment of behavioral and psychological symptoms of dementia: a systematic review and meta-analysis of randomized controlled trials. Hum Psychopharmacol. 2013;28(1):80\u20136.","journal-title":"Hum Psychopharmacol"},{"issue":"3","key":"361_CR7","first-page":"499","volume":"15","author":"T Kumada","year":"1999","unstructured":"Kumada T, Kumada H, Yoshiba M, Nakano S, Suzuki H, Tango T. Effects of shakuyaku-kanzo-to (Tsumura TJ-68) on muscle cramps accompanying cirrhosis in a placebo-controlled double-blind parallel study. J Clin Therap Med. 1999;15(3):499\u2013523.","journal-title":"J Clin Therap Med"},{"key":"361_CR8","doi-asserted-by":"crossref","first-page":"535146","DOI":"10.1155\/2014\/535146","volume":"2014","author":"S Yakubo","year":"2014","unstructured":"Yakubo S, Ito M, Ueda Y, Okamoto H, Kimura Y, Amano Y, et al. Pattern classification in kampo medicine. Evid Based Complement Alternat Med. 2014;2014:535146.","journal-title":"Evid Based Complement Alternat Med"},{"key":"361_CR9","doi-asserted-by":"crossref","first-page":"974139","DOI":"10.1155\/2014\/974139","volume":"2014","author":"K Katayama","year":"2014","unstructured":"Katayama K, Yamaguchi R, Imoto S, Watanabe K, Miyano S. Analysis of questionnaire for traditional medicine and development of decision support system. Evid Based Complement Alternat Med. 2014;2014:974139.","journal-title":"Evid Based Complement Alternat Med"},{"key":"361_CR10","volume-title":"31st Annual Meeting of Medicinal and Pharmaceutical Society for WAKAN-YAKU; Chiba, Japan","author":"T Yoshino","year":"2014","unstructured":"Yoshino T, Katayama K, Munakata K, Horiba Y, Yamaguchi R, Imoto S, et al. Prediction of heat-cold pattern diagnosis. In: 31st Annual Meeting of Medicinal and Pharmaceutical Society for WAKAN-YAKU; Chiba, Japan. 2014."},{"key":"361_CR11","doi-asserted-by":"crossref","first-page":"398458","DOI":"10.1155\/2013\/398458","volume":"2013","author":"T Yoshino","year":"2013","unstructured":"Yoshino T, Katayama K, Munakata K, Horiba Y, Yamaguchi R, Imoto S, Miyano S, Watanabe K. Statistical analysis of hie (cold sensation) and hiesho (cold disorder) in kampo clinic. Evid Based Complement Alternat Med. 2013;2013:398458.","journal-title":"Evid Based Complement Alternat Med"},{"issue":"2","key":"361_CR12","first-page":"123","volume":"24","author":"L Breiman","year":"1996","unstructured":"Breiman L. Bagging predictors. Mach Learn. 1996;24(2):123\u201340.","journal-title":"Mach Learn"},{"issue":"1","key":"361_CR13","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman L. Random forests. Mach Learn. 2001;45(1):5\u201332.","journal-title":"Mach Learn"},{"key":"361_CR14","first-page":"587","volume-title":"The elements of statistical learning, data mining, inference, and prediction","author":"T Hastie","year":"2009","unstructured":"Hastie T, Tibshirani R, Friedman J. The elements of statistical learning, data mining, inference, and prediction. 2nd ed. New York: Springer; 2009. p. 587\u2013604.","edition":"2"},{"key":"361_CR15","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1145\/1143844.1143865","volume-title":"Proceedings of the 23rd International Conference on Machine learning","author":"R Caruana","year":"2006","unstructured":"Caruana R, Niculescu-Mizil A. An empirical comparison of supervised learning algorithms. In: Proceedings of the 23rd International Conference on Machine learning. Pittsburgh, Pennsylvania: ACM; 2006. p. 161\u20138."},{"issue":"1","key":"361_CR16","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1145\/2398356.2398381","volume":"56","author":"J Shotton","year":"2013","unstructured":"Shotton J, Sharp T, Kipman A, Fitzgibbon A, Finocchio M, Blake A, et al. Real-time human pose recognition in parts from single depth images. Commun ACM. 2013;56(1):116\u201314.","journal-title":"Commun ACM"},{"issue":"4","key":"361_CR17","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1089\/acm.2007.7064","volume":"14","author":"Y Gepshtein","year":"2008","unstructured":"Gepshtein Y, Plotnikoff GA, Watanabe K. Kampo in women\u2019s health: Japan\u2019s traditional approach to premenstrual symptoms. J Altern Complement Med. 2008;14(4):427\u201335.","journal-title":"J Altern Complement Med"},{"issue":"8","key":"361_CR18","first-page":"1323","volume":"56","author":"Y Furuya","year":"2009","unstructured":"Furuya Y. Are pulse, tongue, and abdominal examination consistent across multiple doctors? Proposal for building the reliability and validity. J Kampo Med. 2009;56(8):1323\u201330.","journal-title":"J Kampo Med"},{"key":"361_CR19","first-page":"241","volume-title":"The elements of statistical learning, data mining, inference, and prediction","author":"T Hastie","year":"2009","unstructured":"Hastie T, Tibshirani R, Friedman J. The elements of statistical learning, data mining, inference, and prediction. 2nd ed. New York: Springer; 2009. p. 241\u20139.","edition":"2"},{"key":"361_CR20","volume-title":"Breiman and Cutler\u2019s random forests for classification and regression","author":"L Breiman","year":"2014","unstructured":"Breiman L, Cutler A, Liaw A, Wiener M. Breiman and Cutler\u2019s random forests for classification and regression. 2014. https:\/\/www.stat.berkeley.edu\/~breiman\/RandomForests\/ . Accessed 13 Nov 2015."},{"issue":"1","key":"361_CR21","doi-asserted-by":"crossref","first-page":"49","DOI":"10.3937\/kampomed.60.49","volume":"60","author":"M Takakiwa","year":"2009","unstructured":"Takakiwa M, Kim S, Ishino S, Hanawa T. Analysis of prescription in our clinic of Kampo medicine. Nippon Toyo Igaku Zasshi (Kampo Medicine). 2009;60(1):49\u201360.","journal-title":"Nippon Toyo Igaku Zasshi (Kampo Medicine)"},{"issue":"4","key":"361_CR22","doi-asserted-by":"crossref","first-page":"435","DOI":"10.3937\/kampomed.60.435","volume":"60","author":"N Igarashi","year":"2009","unstructured":"Igarashi N, Ito K, Kimura T, Akiba T, Irie S, Watanabe K, et al. The survey about Kampo administration of patients who visit Kampo clinic: Patient\u2019s recognition and compliance to Kampo medicine. Nippon Toyo Igaku Zasshi (Kampo Medicine). 2009;60(4):435\u201342.","journal-title":"Nippon Toyo Igaku Zasshi (Kampo Medicine)"},{"key":"361_CR23","doi-asserted-by":"crossref","unstructured":"Yoshino T, Katayama K, Munakata K, Horiba Y, Yamaguchi R, Imoto S, et al. Kampo traditional pattern diagnosis and the clustering analysis of patients with cold sensation. J Altern Complement Med. 2014;20(5):A47-A47.","DOI":"10.1089\/acm.2014.5122.abstract"},{"issue":"3","key":"361_CR24","doi-asserted-by":"crossref","first-page":"347","DOI":"10.3937\/kampomed.55.347","volume":"55","author":"M Ishizuka","year":"2004","unstructured":"Ishizuka M, Kita T, Katoh T, Tsuda M, Tosa H, Tsuneki H, et al. Cluster analysis of first-visit patients\u2019 answers for Japanese-Oriental Kampo questionnaire supporting the empirical decision of sho-syndrome. Nippon Toyo Igaku Zasshi (Kampo Medicine). 2004;55(3):347\u201354.","journal-title":"Nippon Toyo Igaku Zasshi (Kampo Medicine)"},{"issue":"8","key":"361_CR25","first-page":"694","volume":"26","author":"Q Zhang","year":"2006","unstructured":"Zhang Q, Liu P, Zhang HW. Study on the patterns of TCM syndrome differentiation of 900 patients with posthepatitic cirrhosis. Zhongguo Zhong Xi Yi Jie He Za Zhi. 2006;26(8):694\u20137.","journal-title":"Zhongguo Zhong Xi Yi Jie He Za Zhi"},{"issue":"5","key":"361_CR26","doi-asserted-by":"crossref","first-page":"411","DOI":"10.3736\/jcim20090503","volume":"7","author":"HF Wei","year":"2009","unstructured":"Wei HF, Liu T, Xing LJ, Zheng PY, Ji G. Distribution pattern of traditional Chinese medicine syndromes in 793 patients with fatty liver disease. Zhong Xi Yi Jie He Xue Bao. 2009;7(5):411\u201317.","journal-title":"Zhong Xi Yi Jie He Xue Bao"},{"issue":"2","key":"361_CR27","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1002\/tkm2.1015","volume":"2","author":"S Yakubo","year":"2015","unstructured":"Yakubo S, Ueda Y, Muroga K, Tanekura N, Okudaira T, Sasanuma T, et al. Modification of an abdominal diagnosis teaching simulator to reproduce patterns of resistance to pressure. Tradit Kampo Med. 2015;2(2):31\u20134.","journal-title":"Tradit Kampo Med"},{"issue":"6","key":"361_CR28","doi-asserted-by":"crossref","first-page":"1099","DOI":"10.3937\/kampomed.58.1099","volume":"58","author":"H Odaguchi","year":"2007","unstructured":"Odaguchi H, Wakasugi A, Ito H, Shoda H, Gono Y, Kim S-J, et al. Statistical analysis of the findings in patients responded to goshuyuto. Nippon Toyo Igaku Zasshi (Kampo Medicine). 2007;58(6):1099\u2013105.","journal-title":"Nippon Toyo Igaku Zasshi (Kampo Medicine)"},{"key":"361_CR29","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-21706-2","volume-title":"Modern applied statistics with S","author":"WN Venables","year":"2002","unstructured":"Venables WN, Ripley BD. Modern applied statistics with S. New York: Springer; 2002."},{"key":"361_CR30","volume-title":"Classification and regression trees","author":"L Breiman","year":"1983","unstructured":"Breiman L, Friedman JH, Olshen RA, Stone CJ. Classification and regression trees. Belmont: Wadsworth; 1983."}],"container-title":["BMC Medical Informatics and Decision Making"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s12911-016-0361-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,8]],"date-time":"2022-07-08T05:57:47Z","timestamp":1657259867000},"score":1,"resource":{"primary":{"URL":"http:\/\/bmcmedinformdecismak.biomedcentral.com\/articles\/10.1186\/s12911-016-0361-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,13]]},"references-count":30,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2016,12]]}},"alternative-id":["361"],"URL":"https:\/\/doi.org\/10.1186\/s12911-016-0361-9","relation":{},"ISSN":["1472-6947"],"issn-type":[{"value":"1472-6947","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,13]]},"article-number":"118"}}