{"created":"2022-06-08T07:14:57.557855+00:00","id":2003939,"links":{},"metadata":{"_buckets":{"deposit":"1883ccae-4310-4e6b-a298-a08a32151bd0"},"_deposit":{"id":"2003939","owners":[1],"pid":{"revision_id":0,"type":"depid","value":"2003939"},"status":"published"},"_oai":{"id":"oai:repository.dl.itc.u-tokyo.ac.jp:02003939","sets":["8323:8324:8326","9:7435:7439"]},"author_link":[],"item_8_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2022-05","bibliographicIssueDateType":"Issued"},"bibliographicVolumeNumber":"11","bibliographic_titles":[{"bibliographic_title":"IFI Working Paper"}]}]},"item_8_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"The progress of science increasingly relies on machine learning (ML) and machines work alongside humans in various domains of science. This study investigates the team structure of ML-related projects and analyzes the contribution of ML to scientific knowledge production under different team structure, drawing on bibliometric analyses of 25,000 scientific publications in various disciplines. Our regression analyses suggest that (1) interdisciplinary collaboration between domain scientists and computer scientists as well as the engagement of interdisciplinary individuals who have expertise in both domain and computer sciences are common in ML-related projects; (2) the engagement of interdisciplinary individuals seem more important in achieving high impact and novel discoveries, especially when a project employs computational and domain approaches interdependently; and (3) the contribution of ML and its implication to team structure depend on the depth of ML.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_8_publisher_20":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"東京大学未来ビジョン研究センター","subitem_publisher_language":"ja"},{"subitem_publisher":"Institute for Future Initiatives, The University of Tokyo","subitem_publisher_language":"en"}]},"item_8_relation_25":{"attribute_name":"関係URI","attribute_value_mlt":[{"subitem_relation_type":"isIdenticalTo","subitem_relation_type_id":{"subitem_relation_type_id_text":"https://ifi.u-tokyo.ac.jp/en/news/10455/","subitem_relation_type_select":"URI"}},{"subitem_relation_type":"isIdenticalTo","subitem_relation_type_id":{"subitem_relation_type_id_text":"https://ifi.u-tokyo.ac.jp/en/wp-content/uploads/2022/05/WP011.pdf","subitem_relation_type_select":"URI"}}]},"item_8_text_4":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_language":"en","subitem_text_value":"Graduate School of Public Policy, the University of Tokyo"},{"subitem_text_language":"en","subitem_text_value":"School of Engineering, the University of Tokyo"},{"subitem_text_language":"en","subitem_text_value":"Graduate School of Public Policy, the University of Tokyo"},{"subitem_text_language":"en","subitem_text_value":"Division of Public Policy, the Hong Kong University of Science and Technology"},{"subitem_text_language":"en","subitem_text_value":"Institute of Future Initiatives, the University of Tokyo"},{"subitem_text_language":"en","subitem_text_value":"School of Economics and Management, Lund University"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorAffiliations":[{"affiliationNames":[{"affiliationName":"The University of Tokyo","affiliationNameLang":"en"}]},{"affiliationNames":[{"affiliationNameLang":"en"}]}],"creatorNames":[{"creatorName":"Kyaw, Thu Moe ","creatorNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNames":[{"affiliationName":"The University of Tokyo","affiliationNameLang":"en"}]},{"affiliationNames":[{"affiliationNameLang":"en"}]}],"creatorNames":[{"creatorName":"Beppu, Shotaro","creatorNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNames":[{"affiliationName":"The University of Tokyo","affiliationNameLang":"en"}]},{"affiliationNames":[{"affiliationName":"The Hong Kong University of Science and Technology","affiliationNameLang":"en"}]}],"creatorNames":[{"creatorName":"Yarime, Masaru","creatorNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNames":[{"affiliationName":"The University of Tokyo","affiliationNameLang":"en"}]},{"affiliationNames":[{"affiliationName":"Lund University","affiliationNameLang":"en"}]}],"creatorNames":[{"creatorName":"Shibayama, Sotaro","creatorNameLang":"en"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"date":[{"dateType":"Available","dateValue":"2022-06-08"}],"displaytype":"detail","filename":"WP011.pdf","filesize":[{"value":"1.3MB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"objectType":"fulltext","url":"https://repository.dl.itc.u-tokyo.ac.jp/record/2003939/files/WP011.pdf"},"version_id":"1e7a7aac-a095-4155-8332-080c4df69dba"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Team science","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Machine Learning","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Boundary Spanner","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Collaboration","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Artificial Intelligence","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Interdisciplinary science","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":"technical report","resourceuri":"http://purl.org/coar/resource_type/c_18gh"}]},"item_title":"Role of Machine Learning and Organizational Structure in Science","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Role of Machine Learning and Organizational Structure in Science","subitem_title_language":"en"}]},"item_type_id":"8","owner":"1","path":["8326","7439"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2022-06-08"},"publish_date":"2022-06-08","publish_status":"0","recid":"2003939","relation_version_is_last":true,"title":["Role of Machine Learning and Organizational Structure in Science"],"weko_creator_id":"1","weko_shared_id":-1},"updated":"2022-12-19T05:14:09.240096+00:00"}