토픽 모델링과 동시출현 단어 분석을 활용한 환자안전 관련 사회적 이슈의 변화
This study aims to analyze online news articles to identify social issues related to patient safety and compare the changes in these issues before and after the implementation of the Patient Safety Act. This study performed text mining through the R program, wherein 7,600 online news articles were c...
Saved in:
| Published in | 한국콘텐츠학회 논문지, 21(1) Vol. 21; no. 1; pp. 92 - 104 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | Korean |
| Published |
한국콘텐츠학회
2021
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 1598-4877 2508-6723 |
| DOI | 10.5392/JKCA.2021.21.01.092 |
Cover
| Abstract | This study aims to analyze online news articles to identify social issues related to patient safety and compare the changes in these issues before and after the implementation of the Patient Safety Act. This study performed text mining through the R program, wherein 7,600 online news articles were collected from January 1, 2010, to March 5, 2020, and examined using keyword analysis, topic modeling, and word co-occurrence network analysis. A total of 2,609 keywords were categorized into 8 topics: "medical practice", "medical personnel", "infection and facilities", "comprehensive nursing service", "medicine and medical supplies", "system development and establishment for improvement", "Patient Safety Act" and "healthcare accreditation". The study revealed that keywords such as "patient safety awareness", "infection control" and "healthcare accreditation" appeared before the implementation of the Patient Safety Act. Meanwhile, keywords such as "patient safety culture". and "administration and injection" appeared after the act's implementation with improved ranking of importance pertaining to nursing-related terminology. Interest in patient safety has increased in the medical community as well as among the public. In particular, nursing plays an important role in improving patient safety. Therefore, the recognition of patient safety as a core competency of nursing and the persistent education of the public are vital and inevitable. 본 연구의 목적은 온라인 뉴스 기사를 분석하여 환자안전에 대한 사회적 이슈를 확인하고, 환자안전법 시행 이전과 시행 이후 사회적 이슈의 변화를 확인하기 위함이다. R 프로그램을 이용하여 2010년 1월 1일부터 2020년 3월 5일까지 총 7600건의 온라인 뉴스 기사를 수집하였으며, 키워드 분석, 토픽 모델링, 동시출현 네트워크 분석을 시행하였다. 2609개의 키워드는 다음의 8가지 주제로 범주화되었다 : "의료행위", "의료인력", "감염 및 시설", "간호·간병통합서비스", "의약품", "개선을 위한 시스템 개발 및 구축", "환자안전법", "의료기관 인증". 그리고 환자안전법 시행 이전에는 환자안전 인식, 감염관리, 의료기관 인증 등의 키워드가 등장하였으나 시행 이후에는 환자안전 문화, 투약 등의 키워드가 등장하였으며 간호의 중요도 순위가 상승하였다. 의료계뿐 아니라 대중에게도 환자안전에 관한 관심은 높아지고 있으며, 환자안전 향상에 간호의 역할은 중요하다. 따라서 환자안전을 간호의 핵심 역량으로 삼고 지속적인 교육을 해나가야 할 것이다. |
|---|---|
| AbstractList | This study aims to analyze online news articles to identify social issues related to patient safety and compare the changes in these issues before and after the implementation of the Patient Safety Act. This study performed text mining through the R program, wherein 7,600 online news articles were collected from January 1, 2010, to March 5, 2020, and examined using keyword analysis, topic modeling, and word co-occurrence network analysis. A total of 2,609 keywords were categorized into 8 topics: "medical practice", "medical personnel", "infection and facilities", "comprehensive nursing service", "medicine and medical supplies", "system development and establishment for improvement", "Patient Safety Act" and "healthcare accreditation". The study revealed that keywords such as "patient safety awareness", "infection control" and "healthcare accreditation" appeared before the implementation of the Patient Safety Act. Meanwhile, keywords such as "patient safety culture". and "administration and injection" appeared after the act's implementation with improved ranking of importance pertaining to nursing-related terminology. Interest in patient safety has increased in the medical community as well as among the public. In particular, nursing plays an important role in improving patient safety. Therefore, the recognition of patient safety as a core competency of nursing and the persistent education of the public are vital and inevitable. 본 연구의 목적은 온라인 뉴스 기사를 분석하여 환자안전에 대한 사회적 이슈를 확인하고, 환자안전법 시행 이전과 시행 이후 사회적 이슈의 변화를 확인하기 위함이다. R 프로그램을 이용하여 2010년 1월 1일부터 2020년 3월 5일까지 총 7600건의 온라인 뉴스 기사를 수집하였으며, 키워드 분석, 토픽 모델링, 동시출현 네트워크 분석을 시행하였다. 2609개의 키워드는 다음의 8가지 주제로 범주화되었다 : "의료행위", "의료인력", "감염 및 시설", "간호·간병통합서비스", "의약품", "개선을 위한 시스템 개발 및 구축", "환자안전법", "의료기관 인증". 그리고 환자안전법 시행 이전에는 환자안전 인식, 감염관리, 의료기관 인증 등의 키워드가 등장하였으나 시행 이후에는 환자안전 문화, 투약 등의 키워드가 등장하였으며 간호의 중요도 순위가 상승하였다. 의료계뿐 아니라 대중에게도 환자안전에 관한 관심은 높아지고 있으며, 환자안전 향상에 간호의 역할은 중요하다. 따라서 환자안전을 간호의 핵심 역량으로 삼고 지속적인 교육을 해나가야 할 것이다. 본 연구의 목적은 온라인 뉴스 기사를 분석하여 환자안전에 대한 사회적 이슈를 확인하고, 환자안전법 시행 이전과 시행 이후 사회적 이슈의 변화를 확인하기 위함이다. R 프로그램을 이용하여 2010년 1월 1일부터 2020년 3월 5일까지 총 7600건의 온라인 뉴스 기사를 수집하였으며, 키워드 분석, 토픽 모델링, 동시출현 네트워크 분석을 시행하였다. 2609개의 키워드는 다음의 8가지 주제로 범주화되었다 : “의료행위”, “의료인력”, “감염 및 시설”, “간호·간병통합서비스”, “의약품”, “개선을 위한 시스템 개발 및 구축”, “환자안전법”, “의료기관 인증”. 그리고 환자안전법 시행 이전에는 환자안전 인식, 감염관리, 의료기관 인증 등의 키워드가 등장하였으나 시행 이후에는 환자안전 문화, 투약 등의 키워드가 등장하였으며 간호의 중요도 순위가 상승하였다. 의료계뿐 아니라 대중에게도 환자안전에 관한 관심은 높아지고 있으며, 환자안전 향상에 간호의 역할은 중요하다. 따라서 환자안전을 간호의 핵심 역량으로 삼고 지속적인 교육을 해나가야 할 것이다. This study aims to analyze online news articles to identify social issues related to patient safety and compare the changes in these issues before and after the implementation of the Patient Safety Act. This study performed text mining through the R program, wherein 7,600 online news articles were collected from January 1, 2010, to March 5, 2020, and examined using keyword analysis, topic modeling, and word co-occurrence network analysis. A total of 2,609 keywords were categorized into 8 topics: “medical practice”, “medical personnel”, “infection and facilities”, “comprehensive nursing service”, “medicine and medical supplies”, “system development and establishment for improvement”, “Patient Safety Act” and “healthcare accreditation”. The study revealed that keywords such as “patient safety awareness”, “infection control” and “healthcare accreditation” appeared before the implementation of the Patient Safety Act. Meanwhile, keywords such as “patient safety culture”. and “administration and injection” appeared after the act’s implementation with improved ranking of importance pertaining to nursing-related terminology. Interest in patient safety has increased in the medical community as well as among the public. In particular, nursing plays an important role in improving patient safety. Therefore, the recognition of patient safety as a core competency of nursing and the persistent education of the public are vital and inevitable. KCI Citation Count: 4 |
| Author | 김나리(Nari Kim) 이남주(Nam-Ju Lee) |
| Author_xml | – sequence: 1 fullname: 김나리(Nari Kim) – sequence: 2 fullname: 이남주(Nam-Ju Lee) |
| BackLink | https://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART002680596$$DAccess content in National Research Foundation of Korea (NRF) |
| BookMark | eNpNkLtKA0EYhQdRMGqewGYaC4uNc9nZ2SlDvBsMSPphr7JGN5LVwi7KIuIFLYwkIZF0RrEziIW-kDv7Dq6XQjhwDvwfh8M_BcbDeugBMItRgVFBFtY3SsUCQQQXMqFMgoyBHGHI1AxO6DjIYSZMTTc5nwT5KApshBhFBjZIDuykp4P09gMmT8Pk6i15OP58eYfJdUdd9NRrL23HMLkYqrsRTF5jFfdVP4Zpp6e6j2mrl6W2ur9RrTM1iOHnqJkMhlCdPKfdSzU4hqo_Uudnqt-GyUsz7dzOgAnf2o28_J9Pg-ryUrW0qpUrK2ulYlmrCZ1oPvcoxgZ3dezqjkVs3ba4L3zPNl3PcV3b4cKnunCFxzk3bW6YhBNhZjfddiij02D-tzZs-LLmBLJuBT--XZe1hixuVdek4Bghw8zYuV-2FkQHgQzdaFeuFzcq399ElBmEGwyzf1x42Aj2PDew5H4WrMaR3KwsLmHEiJ7toF-j9JWU |
| ContentType | Journal Article |
| DBID | DBRKI TDB JDI ACYCR |
| DEWEY | 005.7 |
| DOI | 10.5392/JKCA.2021.21.01.092 |
| DatabaseName | DBPIA - 디비피아 누리미디어 DBpia [Open Access] KoreaScience Korean Citation Index |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| DocumentTitleAlternate | An Analysis of Changes in Social Issues Related to Patient Safety Using Topic Modeling and Word Co-occurrence Analysis |
| DocumentTitle_FL | An Analysis of Changes in Social Issues Related to Patient Safety Using Topic Modeling and Word Co-occurrence Analysis |
| EISSN | 2508-6723 |
| EndPage | 104 |
| ExternalDocumentID | oai_kci_go_kr_ARTI_9710068 JAKO202103562765158 NODE10524682 |
| GroupedDBID | .UV ALMA_UNASSIGNED_HOLDINGS DBRKI TDB JDI ACYCR M~E |
| ID | FETCH-LOGICAL-k942-f7e31167d41d4ca2b4ba7f9feb8decddbc79f349d9e7778b76827298ecd4bc353 |
| ISSN | 1598-4877 |
| IngestDate | Tue Nov 21 21:43:02 EST 2023 Fri Dec 22 11:59:00 EST 2023 Thu Feb 06 13:38:13 EST 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | false |
| IsScholarly | false |
| Issue | 1 |
| Keywords | Analysis of News Article 환자안전 텍스트마이닝 뉴스 기사 분석 Text Mining Patient Safety |
| Language | Korean |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-k942-f7e31167d41d4ca2b4ba7f9feb8decddbc79f349d9e7778b76827298ecd4bc353 |
| Notes | KISTI1.1003/JNL.JAKO202103562765158 |
| OpenAccessLink | http://click.ndsl.kr/servlet/LinkingDetailView?cn=JAKO202103562765158&dbt=JAKO&org_code=O481&site_code=SS1481&service_code=01 |
| PageCount | 13 |
| ParticipantIDs | nrf_kci_oai_kci_go_kr_ARTI_9710068 kisti_ndsl_JAKO202103562765158 nurimedia_primary_NODE10524682 |
| PublicationCentury | 2000 |
| PublicationDate | 2021 2021-01 |
| PublicationDateYYYYMMDD | 2021-01-01 |
| PublicationDate_xml | – year: 2021 text: 2021 |
| PublicationDecade | 2020 |
| PublicationTitle | 한국콘텐츠학회 논문지, 21(1) |
| PublicationTitleAlternate | The Journal of the Korea Contents Association |
| PublicationYear | 2021 |
| Publisher | 한국콘텐츠학회 |
| Publisher_xml | – name: 한국콘텐츠학회 |
| SSID | ssib005306162 ssib036279156 ssib001107260 ssib053377518 ssib030194663 ssib044738273 |
| Score | 1.7569724 |
| Snippet | This study aims to analyze online news articles to identify social issues related to patient safety and compare the changes in these issues before and after... 본 연구의 목적은 온라인 뉴스 기사를 분석하여 환자안전에 대한 사회적 이슈를 확인하고, 환자안전법 시행 이전과 시행 이후 사회적 이슈의 변화를 확인하기 위함이다. R... |
| SourceID | nrf kisti nurimedia |
| SourceType | Open Website Open Access Repository Publisher |
| StartPage | 92 |
| SubjectTerms | 학제간연구 |
| Title | 토픽 모델링과 동시출현 단어 분석을 활용한 환자안전 관련 사회적 이슈의 변화 |
| URI | https://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE10524682 http://click.ndsl.kr/servlet/LinkingDetailView?cn=JAKO202103562765158&dbt=JAKO&org_code=O481&site_code=SS1481&service_code=01 https://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART002680596 |
| Volume | 21 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| ispartofPNX | 한국콘텐츠학회 논문지, 2021, 21(1), , pp.92-104 |
| journalDatabaseRights | – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2508-6723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssib044738273 issn: 1598-4877 databaseCode: M~E dateStart: 20060101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnR3LbtNA0CrlABfeiPKoLMSeqpTEXnu9RztxVVqpvRSpN8tPVAIpCs2FA2pRhCrK69CitmpQbhTErVXFAX6odv6BmV3HiapKPKTIGY3Hs7MzcWZmvZ5RlHt6XA4hKjZLsV-mJaolSYn7eKBGUGG6Hvq-qPY5Z04_pDOLxuLImfdDu5ZaK8Fk-OLU90r-x6qAA7viW7L_YNmCKSAABvvCESwMx7-yMXFrxDKJXUaAU-LUJojrENsmtoWAVSOOAGwGESNxbeLoxKkKImuKcE7cKrEcwqsIOKYAgJNFLCqJHMGpSrhJHIkCKouK6yjhNXGuJslryFCy4iABFxgDMMU5ycolvCwAg1gCA_ILBiAexZ0XKHAZBp4Qw2jEllLZxKr2ySsT-ciOlMXOWXGUXsqpC1ZyYDocgxdyiRENYotZOGLeqFAjlw9Ul2vWEKoqRHCQxhGALchQKNBw8eRHMOb5VGACXBoBLFUdkBTiCxKpZhvNM9gWIe9Vv7nUR-Xbpub8p6WZ1vCCjXz_u-9dOK7e5n1rcvczIChuM-lLZI_APCrJmzSfdHgGhLfYy3u2ak_iWJPwwSq0_WuHy4ufcPvFZswZe3Yery3rEAszEwJc64xyVsP1LdwK-9IdhNeVMtOG0mkD8s3KoNwk-ArsVlD830NsxHhlUKuJUqZbQ-EyZBoMn_qJksa5ZmRhMJzW_VMmBRkkplVLEAg2mhA_nmu0sAkG_JMOBYULl5QLeTan2vLWvKyM1JevKBf7nVLU3HFeVR73Xnd7m7_U9Nt--u5H-mXt-OCnmn7YyTb2sqO93nZbTTf2s0-HanrUztqdrNNWezt72e7X3tYeQNvZ54_Z1nrWbavHh6tpd1_NXn3v7b7Numtq1jnM3qxnnW01PVjt7WxeUxam3IXqdCnvclKqc6qVEhbr-Cw0opWIhr4W0MBnCU_iwIriMIqCkPFEpzziMWPMCpgJKtS4BedoEOqGfl0ZbSw34huKynAXCaNmlOgBpaERRAkLfR7EYKSYczamjAvteY3o-RPvFLOPKXdBrV49XPKw6jx-P1r26k0PcusHHsdCYCYQjRda957Jkjje3HzNhUxNoyDdzT8Nc0s5jxi5kHlbGV1ptuI7ENqvBOPi9_Ybv2TPEQ |
| linkProvider | ISSN International Centre |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=%ED%86%A0%ED%94%BD+%EB%AA%A8%EB%8D%B8%EB%A7%81%EA%B3%BC+%EB%8F%99%EC%8B%9C%EC%B6%9C%ED%98%84+%EB%8B%A8%EC%96%B4+%EB%B6%84%EC%84%9D%EC%9D%84+%ED%99%9C%EC%9A%A9%ED%95%9C+%ED%99%98%EC%9E%90%EC%95%88%EC%A0%84+%EA%B4%80%EB%A0%A8+%EC%82%AC%ED%9A%8C%EC%A0%81+%EC%9D%B4%EC%8A%88%EC%9D%98+%EB%B3%80%ED%99%94&rft.jtitle=%ED%95%9C%EA%B5%AD%EC%BD%98%ED%85%90%EC%B8%A0%ED%95%99%ED%9A%8C%EB%85%BC%EB%AC%B8%EC%A7%80&rft.au=%EA%B9%80%EB%82%98%EB%A6%AC&rft.au=%EC%9D%B4%EB%82%A8%EC%A3%BC&rft.au=Kim%2C+Nari&rft.au=Lee%2C+Nam-Ju&rft.date=2021&rft.issn=1598-4877&rft.volume=21&rft.issue=1&rft.spage=92&rft.epage=104&rft_id=info:doi/10.5392%2FJKCA.2021.21.01.092&rft.externalDBID=n%2Fa&rft.externalDocID=JAKO202103562765158 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1598-4877&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1598-4877&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1598-4877&client=summon |