{"created":"2025-01-14T00:40:11.105471+00:00","id":2011611,"links":{},"metadata":{"_buckets":{"deposit":"c73780fe-cc37-4681-889a-93de106afac7"},"_deposit":{"created_by":7,"id":"2011611","owners":[7],"pid":{"revision_id":0,"type":"depid","value":"2011611"},"status":"published"},"_oai":{"id":"oai:tokushima-u.repo.nii.ac.jp:02011611","sets":["1713853213384:1713853295607"]},"author_link":["311","94"],"control_number":"2011611","item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2023-06-29","bibliographicIssueDateType":"Issued"},"bibliographicPageStart":"534","bibliographicVolumeNumber":"24","bibliographic_titles":[{"bibliographic_title":"BMC Musculoskeletal Disorders","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Introduction\nThis cross-sectional study aimed to determine the factors related to hallux valgus (HV) and their importance using support vector machine-recursive feature elimination (SVM-RFE).\nMethods\nA total of 864 participants aged ≥ 18 years were enrolled. The Manchester scale was used to determine the presence of HV (summed scores for both feet ≥ 4). The questionnaire included items such as age, sex, height, weight, and foot measurements. These internal factors were analyzed to determine if they are related to HV using SVM-RFE.\nResults\nThe results of tenfold cross-validation using SVM-RFE revealed that the numbers of feature selections were 10, 10, and 9 for age, sex, and body weight, respectively, and these factors were shown to be related to HV. HV was found to be more common in women than in men (women, 24.9%; men, 7.6%), but the sex difference was not significant in older people.\nConclusion\nAge and sex were found to be important factors associated with HV identified via feature selection using SVM-RFE.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_10001_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Springer Nature","subitem_publisher_language":"en"},{"subitem_publisher":"BioMed Central","subitem_publisher_language":"en"}]},"item_10001_rights_15":{"attribute_name":"権利情報","attribute_value_mlt":[{"subitem_rights":"This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.","subitem_rights_language":"en"}]},"item_10001_source_id_9":{"attribute_name":"収録物ID","attribute_value_mlt":[{"subitem_source_identifier":"14712474","subitem_source_identifier_type":"ISSN"},{"subitem_source_identifier":"AA12035278","subitem_source_identifier_type":"NCID"}]},"item_10001_version_type_20":{"attribute_name":"出版タイプ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_970fb48d4fbd8a85","subitem_version_type":"VoR"}]},"item_1715043197608":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open 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ミツマサ","creatorNameLang":"ja"},{"creatorName":"ヒダ, ミツマサ","creatorNameLang":"ja-Kana"},{"creatorName":"Hida, Mitsumasa","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"イマイ, リョウタ","creatorNameLang":"ja"},{"creatorName":"イマイ, リョウタ","creatorNameLang":"ja-Kana"},{"creatorName":"Imai, Ryota","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"ナカムラ, ミサ","creatorNameLang":"ja"},{"creatorName":"ナカムラ, ミサ","creatorNameLang":"ja-Kana"},{"creatorName":"Nakamura, Misa","creatorNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifierScheme":"ISNI","affiliationNameIdentifierURI":"http://www.isni.org/isni/"}],"affiliationNames":[{"affiliationNameLang":"ja"}]}],"creatorNames":[{"creatorName":"松本, 和幸","creatorNameLang":"ja"},{"creatorName":"マツモト, カズユキ","creatorNameLang":"ja-Kana"},{"creatorName":"Matsumoto, Kazuyuki","creatorNameLang":"en"}],"familyNames":[{"familyName":"松本","familyNameLang":"ja"},{"familyName":"マツモト","familyNameLang":"ja-Kana"},{"familyName":"Matsumoto","familyNameLang":"en"}],"givenNames":[{"givenName":"和幸","givenNameLang":"ja"},{"givenName":"カズユキ","givenNameLang":"ja-Kana"},{"givenName":"Kazuyuki","givenNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"311","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"174482/profile-ja.html","nameIdentifierScheme":"徳島大学 教育研究者総覧","nameIdentifierURI":"http://pub2.db.tokushima-u.ac.jp/ERD/person/174482/profile-ja.html"},{"nameIdentifier":"90509754","nameIdentifierScheme":"e-Rad_Researcher","nameIdentifierURI":"https://nrid.nii.ac.jp/ja/search/?qm=90509754"}]},{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifierScheme":"ISNI","affiliationNameIdentifierURI":"http://www.isni.org/isni/"}],"affiliationNames":[{"affiliationNameLang":"ja"}]}],"creatorNames":[{"creatorName":"北, 研二","creatorNameLang":"ja"},{"creatorName":"キタ, ケンジ","creatorNameLang":"ja-Kana"},{"creatorName":"Kita, Kenji","creatorNameLang":"en"}],"familyNames":[{"familyName":"北","familyNameLang":"ja"},{"familyName":"キタ","familyNameLang":"ja-Kana"},{"familyName":"Kita","familyNameLang":"en"}],"givenNames":[{"givenName":"研二","givenNameLang":"ja"},{"givenName":"ケンジ","givenNameLang":"ja-Kana"},{"givenName":"Kenji","givenNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"94","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"10739/profile-ja.html","nameIdentifierScheme":"徳島大学 教育研究者総覧","nameIdentifierURI":"http://pub2.db.tokushima-u.ac.jp/ERD/person/10739/profile-ja.html"},{"nameIdentifier":"10243734","nameIdentifierScheme":"e-Rad_Researcher","nameIdentifierURI":"https://nrid.nii.ac.jp/ja/search/?qm=10243734"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2024-01-29"}],"displaytype":"detail","filename":"bmcmd_24_534.pdf","filesize":[{"value":"1.02 MB"}],"format":"application/pdf","licensetype":"license_0","mimetype":"application/pdf","url":{"objectType":"fulltext","url":"https://tokushima-u.repo.nii.ac.jp/record/2011611/files/bmcmd_24_534.pdf"},"version_id":"c9f0e5c9-c94a-409f-b057-56ee2bf3c566"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Feature selection","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Hallux Valgus","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Manchester Scale","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"SVM-RFE","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"journal article","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"Determination of individual factors associated with hallux valgus using SVM-RFE","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Determination of individual factors associated with hallux valgus using SVM-RFE","subitem_title_language":"en"}]},"item_type_id":"40001","owner":"7","path":["1713853295607"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2024-01-29"},"publish_date":"2024-01-29","publish_status":"0","recid":"2011611","relation_version_is_last":true,"title":["Determination of individual factors associated with hallux valgus using SVM-RFE"],"weko_creator_id":"7","weko_shared_id":-1},"updated":"2025-01-30T02:00:19.694233+00:00"}