{"created":"2023-08-07T07:08:44.418617+00:00","id":2000016,"links":{},"metadata":{"_buckets":{"deposit":"298f2165-a741-4c5c-821b-4beeae7eb52a"},"_deposit":{"created_by":13,"id":"2000016","owner":"13","owners":[13],"pid":{"revision_id":0,"type":"depid","value":"2000016"},"status":"published"},"_oai":{"id":"oai:kio.repo.nii.ac.jp:02000016","sets":["15:1690185940555"]},"author_link":[],"control_number":"2000016","item_10002_biblio_info_7":{"attribute_name":"bibliographic_information","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2023-06-30","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicPageEnd":"52","bibliographicPageStart":"43","bibliographicVolumeNumber":"20","bibliographic_titles":[{"bibliographic_title":"畿央大学紀要","bibliographic_titleLang":"ja"},{"bibliographic_title":"Bulletin of Kio University","bibliographic_titleLang":"en"}]}]},"item_10002_description_6":{"attribute_name":"内容記述","attribute_value_mlt":[{"subitem_description":"Purpose: We used machine learning to identify age-related differences in people's attitude concerning their community commitment and the community's self-efficacy for preventing social isolation among community-dwelling older adults.\nMethods: Anonymous self-administered questionnaire surveys were conducted in 2013 (N=528), 2016(N=888) and 2018(N=810) to randomly selected local residents in a municipality, aged ≥20years. The surveys included questions on personal attributes, a community commitment scale, and a self-efficacy scale for preventing social isolation among older adults. In the first phase, several machine-learning algorithms were applied to the responses from the <60-year and ≥60-year age groups for the 2013 and 2016 data to identify potential differences between the two age categories. In the second phase, the best-performing algorithm was applied to the 2018 data to predict the respondent's age group based on his/her responses.\nResults: The first phase analysis indicated, for the community commitment scale, a classification accuracy of 0.60 for the best-performing algorithm and a kappa-value of 0.18. The accuracy and kappa-value for the self-efficacy scale were 0.62 and 0.24, respectively. Using the 2018 test data, the prediction accuracies for the ≥60-year age group were 0.61 and 0.65 for the community commitment scale and self-efficacy scale, respectively, and those for the <60-year age group were 0.60 and 0.60, respectively.\nConclusions: The results indicated awareness differences concerning community commitment and self-efficacy for preventing social isolation between residents aged <60 and ≥60 years. The responses of the residents aged ≥60 years showed slightly higher prediction accuracies, likely indicating more homogeneous responses.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_10002_identifier_registration":{"attribute_name":"identifier_registration","attribute_value_mlt":[{"subitem_identifier_reg_text":"10.24482/0002000016","subitem_identifier_reg_type":"JaLC"}]},"item_10002_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"畿央大学","subitem_publisher_language":"ja"},{"subitem_publisher":"Kio University","subitem_publisher_language":"en"}]},"item_10002_source_id_11":{"attribute_name":"item_10002_source_id_11","attribute_value_mlt":[{"subitem_source_identifier":"AB00012931","subitem_source_identifier_type":"NCID"}]},"item_10002_source_id_9":{"attribute_name":"item_10002_source_id_9","attribute_value_mlt":[{"subitem_source_identifier":"2758-6359","subitem_source_identifier_type":"ISSN"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Yoko, TANAKA","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Ayumi, KONO","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Bogdan ENESCU","creatorNameLang":"en"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2023-08-07"}],"filename":"KK.2001.43-52.pdf","filesize":[{"value":"1.5 MB"}],"format":"application/pdf","licensetype":"license_11","mimetype":"application/pdf","url":{"url":"https://kio.repo.nii.ac.jp/record/2000016/files/KK.2001.43-52.pdf"},"version_id":"5bb551ed-889f-4c05-b42b-c1bb04980241"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"social isolation","subitem_subject_language":"en"},{"subitem_subject":"frail elderly","subitem_subject_language":"en"},{"subitem_subject":"machine learning","subitem_subject_language":"en"},{"subitem_subject":"older adults","subitem_subject_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_resource_type":{"attribute_name":"item_resource_type","attribute_value_mlt":[{"resourcetype":"departmental bulletin paper","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"A prediction model of community commitment and self-efficacy, using machine-learning: age-related differences in attitudes towards preventing social isolation among community-dwelling older adults","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"A prediction model of community commitment and self-efficacy, using machine-learning: age-related differences in attitudes towards preventing social isolation among community-dwelling older adults","subitem_title_language":"en"}]},"item_type_id":"10002","owner":"13","path":["1690185940555"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2023-08-10"},"publish_date":"2023-08-10","publish_status":"0","recid":"2000016","relation_version_is_last":true,"title":["A prediction model of community commitment and self-efficacy, using machine-learning: age-related differences in attitudes towards preventing social isolation among community-dwelling older adults"],"weko_creator_id":"13","weko_shared_id":-1},"updated":"2024-10-07T07:25:08.637021+00:00"}