{"created":"2024-10-28T03:11:19.250791+00:00","id":2004377,"links":{},"metadata":{"_buckets":{"deposit":"131fe370-b1cf-499e-89c3-a2065471092c"},"_deposit":{"created_by":7,"id":"2004377","owners":[7],"pid":{"revision_id":0,"type":"depid","value":"2004377"},"status":"published"},"_oai":{"id":"oai:tokushima-u.repo.nii.ac.jp:02004377","sets":["1713829974766:1713854681789:1716364515247:1716365450243","1713853213384:1713853296295:1716267876683:1716268551628"]},"author_link":["1621","446","1618"],"item_10001_alternative_title_1":{"attribute_name":"タイトル別表記","attribute_value_mlt":[{"subitem_alternative_title":"ADTを用いた手術時間, 移乗, BMIに基づく褥瘡発生の予測可能性","subitem_alternative_title_language":"ja"},{"subitem_alternative_title":"Pressure Ulcer prediction using ADT","subitem_alternative_title_language":"en"}]},"item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2016-08","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"3-4","bibliographicPageEnd":"255","bibliographicPageStart":"248","bibliographicVolumeNumber":"63","bibliographic_titles":[{"bibliographic_title":"The Journal of Medical Investigation","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Objective : To develop a prediction model for pressure ulcer cases that continue to occur at an acute care hospital with a low occurrence rate of pressure ulcers. Methods : Analyzing data were collected from patients hospitalized at Tokushima University Hospital during 2012 using an alternating decision tree (ADT) data mining method. Results : The ADT-based analysis revealed transfer activity, operation time, and low body mass index (BMI) as important factors for predicting pressure ulcer development. Discussion : Among the factors identified, only “transfer activity” can be modified by nursing intervention. While shear force and friction are known to lead to pressure ulcers, transfer activity has not been identified as such. Our results suggest that transfer activities creating shear force and friction correlate with pressure ulcer development. The ADT algorithm was effective in determining prediction factors, especially for highly imbalanced data. Our three stumps ADT yielded accuracy, sensitivity, and specificity values of 72.1%±3.7%, 79.3%±18.1%, and 72.1%±3.8%, respectively. Conclusion : Transfer activity, identified as an interventional factor, can be modified through nursing interventions to prevent pressure ulcer formation. The ADT method was effective in identifying factors within largely imbalanced data.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_10001_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Faculty of Medicine Tokushima University","subitem_publisher_language":"en"}]},"item_10001_source_id_9":{"attribute_name":"収録物ID","attribute_value_mlt":[{"subitem_source_identifier":"13496867","subitem_source_identifier_type":"ISSN"},{"subitem_source_identifier":"13431420","subitem_source_identifier_type":"ISSN"},{"subitem_source_identifier":"AA11166929","subitem_source_identifier_type":"NCID"},{"subitem_source_identifier":"AA12022913","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_be7fb7dd8ff6fe43","subitem_version_type":"NA"}]},"item_1714461018643":{"attribute_name":"報告番号","attribute_value_mlt":[{"subitem_dissertationnumber":"甲第2967号"}]},"item_1714461102074":{"attribute_name":"学位名","attribute_value_mlt":[{"subitem_degreename":"博士（医学）","subitem_degreename_language":"ja"}]},"item_1714461118377":{"attribute_name":"学位授与年月日","attribute_value_mlt":[{"subitem_dategranted":"2016-09-08"}]},"item_1714461137393":{"attribute_name":"学位授与機関","attribute_value_mlt":[{"subitem_degreegrantor":[{"subitem_degreegrantor_language":"ja","subitem_degreegrantor_name":"徳島大学"}]}]},"item_1715043197608":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open access"}]},"item_1718868208704":{"attribute_name":"備考","attribute_value_mlt":[{"subitem_textarea_language":"ja","subitem_textarea_value":"内容要旨・審査要旨・論文本文の公開:\n内容要旨・審査要旨 : LID201611111003.pdf\n論文本文 : LID201611111004.pdf\n本論文は，著者Yoko Setoguchiの学位論文として提出され，学位審査・授与の対象となっている。\n学位授与者所属 : 徳島大学大学院医科学教育部（医学専攻）"}]},"item_1718868303842":{"attribute_name":"学位記番号","attribute_value_mlt":[{"subitem_text_language":"ja","subitem_text_value":"甲医第1298号"}]},"item_1722929371688":{"attribute_name":"出版社版DOI","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_language":"ja","subitem_relation_name_text":"10.2152/jmi.63.248"}],"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.2152/jmi.63.248","subitem_relation_type_select":"DOI"}}]},"item_1723180141928":{"attribute_name":"EID","attribute_value_mlt":[{"subitem_identifier_type":"URI","subitem_identifier_uri":"321538"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"瀬戸口, 要子","creatorNameLang":"ja"},{"creatorName":"セトグチ, ヨウコ","creatorNameLang":"ja-Kana"},{"creatorName":"Setoguchi, Yoko","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"ガイベ, アハマド アンマール","creatorNameLang":"ja"},{"creatorName":"ガイベ, アハマド アンマール","creatorNameLang":"ja-Kana"},{"creatorName":"Ghaibeh, A. 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score","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"imbalanced data","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"alternating decision tree","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"acute care hospital","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":"doctoral thesis","resourceuri":"http://purl.org/coar/resource_type/c_db06"}]},"item_title":"Predictability of Pressure Ulcers Based on Operation Duration, Transfer Activity, and Body Mass Index Through the Use of an Alternating Decision Tree","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Predictability of Pressure Ulcers Based on Operation Duration, Transfer Activity, and Body Mass Index 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