{"@context":{"@vocab":"https://cir.nii.ac.jp/schema/1.0/","rdfs":"http://www.w3.org/2000/01/rdf-schema#","dc":"http://purl.org/dc/elements/1.1/","dcterms":"http://purl.org/dc/terms/","foaf":"http://xmlns.com/foaf/0.1/","prism":"http://prismstandard.org/namespaces/basic/2.0/","cinii":"http://ci.nii.ac.jp/ns/1.0/","datacite":"https://schema.datacite.org/meta/kernel-4/","ndl":"http://ndl.go.jp/dcndl/terms/","jpcoar":"https://github.com/JPCOAR/schema/blob/master/2.0/"},"@id":"https://cir.nii.ac.jp/crid/1390282680195374976.json","@type":"Article","productIdentifier":[{"identifier":{"@type":"DOI","@value":"10.1625/jcam.13.43"}},{"identifier":{"@type":"NDL_BIB_ID","@value":"027729489"}},{"identifier":{"@type":"URI","@value":"http://id.ndl.go.jp/bib/027729489"}},{"identifier":{"@type":"URI","@value":"https://ndlsearch.ndl.go.jp/books/R000000004-I027729489"}},{"identifier":{"@type":"URI","@value":"https://www.jstage.jst.go.jp/article/jcam/13/2/13_43/_pdf"}},{"identifier":{"@type":"NAID","@value":"130005421256"}},{"identifier":{"@type":"NAID","@value":"40020996710"}},{"identifier":{"@type":"URI","@value":"https://search.jamas.or.jp/link/ui/2017062244"}}],"dc:title":[{"@language":"ja","@value":"多変量解析法にもとづいた日本語版中医体質調査票(CCMQ-J)における各質問間相関の評価ならびにBMI，年齢の推定モデルの構築"},{"@language":"en","@value":"Relationship between 60 Items in Japanese Version of the Constitution in Chinese Medicine Questionnaire (CCMQ-J) Based on Multivariate Analysis: Estimation of Aging and BMI by CCMQ-J Scores"},{"@language":"ja-Kana","@value":"タヘンリョウ カイセキホウ ニ モトズイタ ニホンゴバン チュウイ タイシツ チョウサヒョウ(CCMQ-J)ニ オケル カク シツモン カン ソウカン ノ ヒョウカ ナラビニ BMI,ネンレイ ノ スイテイ モデル ノ コウチク"}],"dc:language":"ja","description":[{"type":"abstract","notation":[{"@language":"en","@value":"Japanese version of the Constitution in Chinese Medicine Questionnaire (CCMQ-J) in Chinese consists of 60 items for 9 sub-scales called Gentleness, Qi-deficiency, Yang-deficiency, Yin-deficiency, Phlegm-wetness, Wet-heat, Blood-stasis, Qi-depression, and Special diathesis. Each question is answered by choosing one form 5 grades of a Likert scale where the grades from 1 to 5 corresponding to Never, Rarely, Sometimes, Often and Always, respectively. In the present study, we examined the relationship of scores based on 597 respondents to 60 items. We tentatively classified 60 items into 12 groups by utilizing the Ward’s hierarchical clustering method and discussed similarity of items and 9 body conditions. Body Mass Index (BMI) and age can be explained by the score of 60 items by partial least square model. Significantly high correlation coefficients between real and estimated values were obtained for BMI (0.81 for male and 0.82 for female) and age (0.82 for male and 0.83 for female). Those results indicate that the answers to the 60 items can reflect aging and BMI properties and CCMQ-J can be used to assess the situation of health for evaluating the actual aging conditions in human."},{"@language":"ja","@value":"日本語版Constitution in Chinese Medicine Questionnaire (CCMQ-J)における体質9分類に関する調査票の5段階スコアをもとに，質問の関連性について相関解析ならびにクラスター分析した．60の質問のスコアにおける相関解析により，12個のクラスターにて分類を行い，質問の関連性を症状にもとづいて解釈した．回答データから計算される9つの体質の関連性をクラスター分析により検討した．さらに，PLS法により性別ごとに60の質問のスコアからの年齢ならびにBMI値の推定モデルを構築した．いずれも，実測値と推定値の間に0.80以上の十分に高い相関を得ることができた．このPLS回帰モデルの係数をもとに，年齢ならびにBMI値の推定におけるそれぞれの質問の寄与の程度を体系的に検討した．CCMQ-Jでは質問から体質9分類を規定することから，質問のスコアから年齢が推定できるということは，体質9分類により規定される体質が，年齢と肥満度に影響を受けることが示唆された．"}],"abstractLicenseFlag":"disallow"}],"creator":[{"@id":"https://cir.nii.ac.jp/crid/1410282680195374981","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000345424004"},{"@type":"NRID","@value":"9000336378852"}],"foaf:name":[{"@language":"ja","@value":"山森 明弘"},{"@language":"en","@value":"YAMAMORI Akihiro"}],"jpcoar:affiliationName":[{"@language":"ja","@value":"奈良先端科学技術大学院大学　情報科学研究科　計算システムズ生物学研究室"},{"@language":"en","@value":"Nara Institute of Science and Technology, Graduate School of Information Science, Computational Systems Biology Lab."},{"@language":"en","@value":"Sumitomo Chemical, Corporate Planning & Coordination Office"},{"@language":"ja","@value":"住友化学株式会社　技術経営企画室"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001204609817858","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000002666536"},{"@type":"NRID","@value":"9000021431625"},{"@type":"NRID","@value":"9000015410039"},{"@type":"NRID","@value":"9000391547215"}],"foaf:name":[{"@language":"ja","@value":"許 鳳浩"},{"@language":"en","@value":"KYO Hoko"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Department of Complementary and Alternative Medicine Clinical R&D, Kanazawa University Graduate School of Medical 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Ming"},{"@language":"ja","@value":"黄 銘"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Nara Institute of Science and Technology, Graduate School of Information Science, Computational Systems Biology Lab."},{"@language":"ja","@value":"奈良先端科学技術大学院大学　情報科学研究科　計算システムズ生物学研究室"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001206005195266","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000006025139"}],"foaf:name":[{"@language":"ja","@value":"小野 直亮"},{"@language":"en","@value":"ONO Naoaki"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Nara Institute of Science and Technology, Graduate School of Information Science, Computational Systems Biology Lab."},{"@language":"ja","@value":"奈良先端科学技術大学院大学　情報科学研究科　計算システムズ生物学研究室"}]},{"@id":"https://cir.nii.ac.jp/crid/1410282680195374985","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000345424017"}],"foaf:name":[{"@language":"ja","@value":"佐藤 哲大"},{"@language":"en","@value":"SATO Tetsuo"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Nara Institute of Science and Technology, Graduate School of Information Science, Computational Systems Biology Lab."},{"@language":"ja","@value":"奈良先端科学技術大学院大学　情報科学研究科　計算システムズ生物学研究室"}]},{"@id":"https://cir.nii.ac.jp/crid/1410282680195374976","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000345424018"},{"@type":"NRID","@value":"9000336378726"}],"foaf:name":[{"@language":"ja","@value":"阿部 哲朗"},{"@language":"en","@value":"ABE Tetsuro"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Kanazawa University Graduate School of Medical, Pharmaceutical and Health Sciences, Laboratory of Environmental and Health Sciences"},{"@language":"ja","@value":"金沢大学大学院医薬保健学総合研究科　環境健康科学講座"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001204437084035","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000002666535"}],"foaf:name":[{"@language":"ja","@value":"上馬塲 和夫"},{"@language":"en","@value":"UEBABA Kazuo"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Faculty of Health Science, Teikyo Heisei University"},{"@language":"ja","@value":"帝京平成大学　ヒューマンケア学部"}]},{"@id":"https://cir.nii.ac.jp/crid/1410282680195374988","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000345424020"},{"@type":"NRID","@value":"9000336378860"}],"foaf:name":[{"@language":"ja","@value":"川端 克司"},{"@language":"en","@value":"KAWABATA Katsushi"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Science Research Center for Alternative Medicine"},{"@language":"ja","@value":"NPO法人 代替医療科学研究センター"}]},{"@id":"https://cir.nii.ac.jp/crid/1410282680195374980","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000336378861"}],"foaf:name":[{"@language":"ja","@value":"今西 勁峰"},{"@language":"en","@value":"IMANISHI Keiho"}],"jpcoar:affiliationName":[{"@language":"en","@value":"e-Growth Co., 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Altaf-Ul-Amin"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Nara Institute of Science and Technology, Graduate School of Information Science, Computational Systems Biology Lab."},{"@language":"ja","@value":"奈良先端科学技術大学院大学　情報科学研究科　計算システムズ生物学研究室"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001205339943811","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000006225353"}],"foaf:name":[{"@language":"ja","@value":"朱 燕波"},{"@language":"en","@value":"ZHU Yanbo"}],"jpcoar:affiliationName":[{"@language":"en","@value":"School of Management, Beijing University of Chinese Medicine"},{"@language":"ja","@value":"北京中医薬大学管理学院"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001277375754256","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000345424008"}],"foaf:name":[{"@language":"ja","@value":"戴 昭宇"},{"@language":"en","@value":"DAI Zhaoyu"}],"jpcoar:affiliationName":[{"@language":"en","@value":"School of Chinese Medicine, Hong Kong Baptist University"},{"@language":"ja","@value":"香港浸会大学中国医薬学院"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001204371253377","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000004771014"},{"@type":"NRID","@value":"9000345424009"}],"foaf:name":[{"@language":"ja","@value":"王 琦"},{"@language":"en","@value":"WANG Qi"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Center for Studies in Traditional Chinese Medicine Constitution Research and Reproductive Sciences, Beijing University of Chinese Medicine"},{"@language":"ja","@value":"北京中医薬大学中医体質・生殖医学研究センター"}]},{"@id":"https://cir.nii.ac.jp/crid/1410001204199873538","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000004359369"},{"@type":"NRID","@value":"9000345424010"}],"foaf:name":[{"@language":"ja","@value":"金谷 重彦"},{"@language":"en","@value":"KANAYA Shigehiko"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Nara Institute of Science and Technology, Graduate School of Information Science, Computational Systems Biology Lab."},{"@language":"ja","@value":"奈良先端科学技術大学院大学　情報科学研究科　計算システムズ生物学研究室"}]},{"@id":"https://cir.nii.ac.jp/crid/1410282680195374977","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000312727667"}],"foaf:name":[{"@language":"ja","@value":"太田 富久"},{"@language":"en","@value":"OHTA Tomihisa"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Kanazawa University Graduate School of Medical, Pharmaceutical and Health Sciences, Laboratory of Environmental and Health Sciences"},{"@language":"ja","@value":"金沢大学大学院医薬保健学総合研究科　環境健康科学講座"}]},{"@id":"https://cir.nii.ac.jp/crid/1410282679866106112","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000002829088"},{"@type":"NRID","@value":"9000345424012"},{"@type":"NRID","@value":"9000364390573"}],"foaf:name":[{"@language":"ja","@value":"鈴木 信孝"},{"@language":"en","@value":"SUZUKI Nobutaka"}],"jpcoar:affiliationName":[{"@language":"en","@value":"Department of Complementary and 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Medicine"},{"@language":"ja","@value":"日本補完代替医療学会"}],"prism:publicationDate":"2016-09-30","prism:volume":"13","prism:number":"2","prism:startingPage":"43","prism:endingPage":"56"},"reviewed":"false","dcterms:accessRights":"http://purl.org/coar/access_right/c_abf2","url":[{"@id":"http://id.ndl.go.jp/bib/027729489"},{"@id":"https://ndlsearch.ndl.go.jp/books/R000000004-I027729489"},{"@id":"https://www.jstage.jst.go.jp/article/jcam/13/2/13_43/_pdf"},{"@id":"https://search.jamas.or.jp/link/ui/2017062244"}],"availableAt":"2016-09-30","foaf:topic":[{"@id":"https://cir.nii.ac.jp/all?q=%E5%A4%9A%E5%A4%89%E9%87%8F%E7%B5%B1%E8%A8%88%E8%A7%A3%E6%9E%90","dc:title":"多変量統計解析"},{"@id":"https://cir.nii.ac.jp/all?q=%E4%B8%AD%E5%8C%BB%E4%BD%93%E8%B3%AA","dc:title":"中医体質"},{"@id":"https://cir.nii.ac.jp/all?q=BMI","dc:title":"BMI"},{"@id":"https://cir.nii.ac.jp/all?q=%E5%B9%B4%E9%BD%A2","dc:title":"年齢"},{"@id":"https://cir.nii.ac.jp/all?q=%E6%97%A5%E6%9C%AC%E8%AA%9E%E7%89%88Constitution%20in%20Chinese%20Medicine%20Questionnaire%20(CCMQ-J)","dc:title":"日本語版Constitution 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