{"created":"2024-10-30T09:09:01.590758+00:00","id":2007256,"links":{},"metadata":{"_buckets":{"deposit":"29faa814-5655-41c5-a267-c188abf9631e"},"_deposit":{"created_by":7,"id":"2007256","owners":[7],"pid":{"revision_id":0,"type":"depid","value":"2007256"},"status":"published"},"_oai":{"id":"oai:tokushima-u.repo.nii.ac.jp:02007256","sets":["1713853213384:1713853295607"]},"author_link":["973"],"item_10001_alternative_title_1":{"attribute_name":"タイトル別表記","attribute_value_mlt":[{"subitem_alternative_title":"MACHINE LEARNING APPROACH FOR AVOIDING RAPE","subitem_alternative_title_language":"en"}]},"item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2018-07-27","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"4","bibliographicPageEnd":"346","bibliographicPageStart":"329","bibliographicVolumeNumber":"13","bibliographic_titles":[{"bibliographic_title":"Asian Journal of Criminology","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Effective self-protective behaviors, such as victim's physical resistance for avoiding sexual victimization have been studied. However, effective self-protective behavioral sequences, such as offender's physical violence followed by victim's physical resistance, have not been studied often. Our study aims to clarify these sequences through supervised machine learning approach. The samples consisted of 88 official documents on sexual crimes regarding women committed by male offenders incarcerated in a Japanese local prison. The crimes were classified as completed or attempted cases based on judges’ evaluation. All phrases in each crime description were also partitioned and coded according to the Japanese Penal Code. The Support Vector Machine learned the most likely sequences of behaviors to predict completed and attempted cases. Around 90% of cases were correctly predicted through the identification of sequences of behaviors. The sequence involving the offender’s violence followed by victim’s physical resistance predicted attempted sexual crime. However, the sequence involving victim’s general resistance followed by the offender’s violence predicted completed sexual crime. Timing of victim’s resistance and offender’s violence could affect potential avoidance of sexual victimization.","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"}]},"item_10001_source_id_9":{"attribute_name":"収録物ID","attribute_value_mlt":[{"subitem_source_identifier":"18710131","subitem_source_identifier_type":"ISSN"},{"subitem_source_identifier":"1871014X","subitem_source_identifier_type":"ISSN"},{"subitem_source_identifier":"AA12248315","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_ab4af688f83e57aa","subitem_version_type":"AM"}]},"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":"This is a post-peer-review, pre-copyedit version of an article published in Asian Journal of Criminology. The final authenticated version is available online at: https://doi.org/10.1007/s11417-018-9273-1."}]},"item_1722929371688":{"attribute_name":"出版社版DOI","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_language":"ja","subitem_relation_name_text":"10.1007/s11417-018-9273-1"}],"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.1007/s11417-018-9273-1","subitem_relation_type_select":"DOI"}}]},"item_1723180141928":{"attribute_name":"EID","attribute_value_mlt":[{"subitem_identifier_type":"URI","subitem_identifier_uri":"352700"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifier":"","affiliationNameIdentifierScheme":"ISNI","affiliationNameIdentifierURI":"http://www.isni.org/isni/"}],"affiliationNames":[{"affiliationName":"","affiliationNameLang":"ja"}]}],"creatorNames":[{"creatorName":"横谷, 謙次","creatorNameLang":"ja"},{"creatorName":"ヨコタニ, ケンジ","creatorNameLang":"ja-Kana"},{"creatorName":"Yokotani, Kenji","creatorNameLang":"en"}],"familyNames":[{"familyName":"横谷","familyNameLang":"ja"},{"familyName":"ヨコタニ","familyNameLang":"ja-Kana"},{"familyName":"Yokotani","familyNameLang":"en"}],"givenNames":[{"givenName":"謙次","givenNameLang":"ja"},{"givenName":"ケンジ","givenNameLang":"ja-Kana"},{"givenName":"Kenji","givenNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"973","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"350235/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/350235/profile-ja.html"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2020-03-05"}],"displaytype":"detail","filename":"ajc_13_4_329.pdf","filesize":[{"value":"483 KB"}],"format":"application/pdf","mimetype":"application/pdf","url":{"objectType":"fulltext","url":"https://tokushima-u.repo.nii.ac.jp/record/2007256/files/ajc_13_4_329.pdf"},"version_id":"f5d7adcb-7aac-4495-86eb-fd4807e6f2f4"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Criminal suit documents","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Supervised machine learning","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Binary classification","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Protective action","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Rape","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Sexual coercion","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":"Supervised Machine Learning Approach Discovers Protective Sequence for Avoiding Sexual Victimization in Criminal Suit Documents","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Supervised Machine Learning Approach Discovers Protective Sequence for Avoiding Sexual Victimization in Criminal Suit Documents","subitem_title_language":"en"}]},"item_type_id":"40001","owner":"7","path":["1713853295607"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2020-03-05"},"publish_date":"2020-03-05","publish_status":"0","recid":"2007256","relation_version_is_last":true,"title":["Supervised Machine Learning Approach Discovers Protective Sequence for Avoiding Sexual Victimization in Criminal Suit Documents"],"weko_creator_id":"7","weko_shared_id":-1},"updated":"2025-01-28T04:23:37.637127+00:00"}