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Artificial intelligence for breast cancer screening in mammography (AI-STREAM): preliminary analysis of a prospective multicenter cohort study
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | Chang, Yun-Woo | - |
| dc.contributor.author | Ryu, Jung Kyu | - |
| dc.contributor.author | An, Jin Kyung | - |
| dc.contributor.author | Choi, Nami | - |
| dc.contributor.author | Park, Young Mi | - |
| dc.contributor.author | Ko, Kyung Hee | - |
| dc.contributor.author | Han, Kyunghwa | - |
| dc.date.accessioned | 2025-11-12T05:37:11Z | - |
| dc.date.available | 2025-11-12T05:37:11Z | - |
| dc.date.created | 2025-07-29 | - |
| dc.date.issued | 2025-03 | - |
| dc.identifier.issn | 2041-1723 | - |
| dc.identifier.uri | https://ir.ymlib.yonsei.ac.kr/handle/22282913/208696 | - |
| dc.description.abstract | Artificial intelligence (AI) improves the accuracy of mammography screening, but prospective evidence, particularly in a single-read setting, remains limited. This study compares the diagnostic accuracy of breast radiologists with and without AI-based computer-aided detection (AI-CAD) for screening mammograms in a real-world, single-read setting. A prospective multicenter cohort study is conducted within South Korea's national breast cancer screening program for women. The primary outcomes are screen-detected breast cancer within one year, with a focus on cancer detection rates (CDRs) and recall rates (RRs) of radiologists. A total of 24,543 women are included in the final cohort, with 140 (0.57%) screen-detected breast cancers. The CDR is significantly higher by 13.8% for breast radiologists using AI-CAD (n = 140 [5.70 parts per thousand]) compared to those without AI (n = 123 [5.01 parts per thousand]; p < 0.001), with no significant difference in RRs (p = 0.564). These preliminary results show a significant improvement in CDRs without affecting RRs in a radiologist's standard single-reading setting (ClinicalTrials.gov: NCT05024591). | - |
| dc.language | English | - |
| dc.publisher | Nature Pub. Group | - |
| dc.relation.isPartOf | NATURE COMMUNICATIONS | - |
| dc.relation.isPartOf | NATURE COMMUNICATIONS | - |
| dc.subject.MESH | Adult | - |
| dc.subject.MESH | Aged | - |
| dc.subject.MESH | Artificial Intelligence* | - |
| dc.subject.MESH | Breast Neoplasms* / diagnosis | - |
| dc.subject.MESH | Breast Neoplasms* / diagnostic imaging | - |
| dc.subject.MESH | Early Detection of Cancer* / methods | - |
| dc.subject.MESH | Female | - |
| dc.subject.MESH | Humans | - |
| dc.subject.MESH | Mammography* / methods | - |
| dc.subject.MESH | Mass Screening / methods | - |
| dc.subject.MESH | Middle Aged | - |
| dc.subject.MESH | Prospective Studies | - |
| dc.subject.MESH | Republic of Korea | - |
| dc.title | Artificial intelligence for breast cancer screening in mammography (AI-STREAM): preliminary analysis of a prospective multicenter cohort study | - |
| dc.type | Article | - |
| dc.contributor.googleauthor | Chang, Yun-Woo | - |
| dc.contributor.googleauthor | Ryu, Jung Kyu | - |
| dc.contributor.googleauthor | An, Jin Kyung | - |
| dc.contributor.googleauthor | Choi, Nami | - |
| dc.contributor.googleauthor | Park, Young Mi | - |
| dc.contributor.googleauthor | Ko, Kyung Hee | - |
| dc.contributor.googleauthor | Han, Kyunghwa | - |
| dc.identifier.doi | 10.1038/s41467-025-57469-3 | - |
| dc.relation.journalcode | J02293 | - |
| dc.identifier.eissn | 2041-1723 | - |
| dc.identifier.pmid | 40050619 | - |
| dc.subject.keyword | Artificial Intelligence | - |
| dc.subject.keyword | Cancer | - |
| dc.subject.keyword | Cohort Analysis | - |
| dc.subject.keyword | Disease Severity | - |
| dc.subject.keyword | Experimental Study | - |
| dc.subject.keyword | Health Impact | - |
| dc.subject.keyword | Womens Health | - |
| dc.subject.keyword | Adult | - |
| dc.subject.keyword | Aged | - |
| dc.subject.keyword | Article | - |
| dc.subject.keyword | Breast Cancer | - |
| dc.subject.keyword | Cancer Diagnosis | - |
| dc.subject.keyword | Cancer Screening | - |
| dc.subject.keyword | Controlled Study | - |
| dc.subject.keyword | Diagnostic Accuracy | - |
| dc.subject.keyword | Female | - |
| dc.subject.keyword | Human | - |
| dc.subject.keyword | Major Clinical Study | - |
| dc.subject.keyword | Mammography | - |
| dc.subject.keyword | Middle Aged | - |
| dc.subject.keyword | Multicenter Study | - |
| dc.subject.keyword | Observational Study | - |
| dc.subject.keyword | Preliminary Data | - |
| dc.subject.keyword | Prospective Study | - |
| dc.subject.keyword | Radiologist | - |
| dc.subject.keyword | South Korea | - |
| dc.subject.keyword | Tumor Biopsy | - |
| dc.subject.keyword | Breast Tumor | - |
| dc.subject.keyword | Clinical Trial | - |
| dc.subject.keyword | Diagnosis | - |
| dc.subject.keyword | Diagnostic Imaging | - |
| dc.subject.keyword | Early Cancer Diagnosis | - |
| dc.subject.keyword | Epidemiology | - |
| dc.subject.keyword | Mass Screening | - |
| dc.subject.keyword | Procedures | - |
| dc.subject.keyword | Adult | - |
| dc.subject.keyword | Aged | - |
| dc.subject.keyword | Artificial Intelligence | - |
| dc.subject.keyword | Breast Neoplasms | - |
| dc.subject.keyword | Early Detection Of Cancer | - |
| dc.subject.keyword | Female | - |
| dc.subject.keyword | Humans | - |
| dc.subject.keyword | Mammography | - |
| dc.subject.keyword | Mass Screening | - |
| dc.subject.keyword | Middle Aged | - |
| dc.subject.keyword | Prospective Studies | - |
| dc.subject.keyword | Radiologists | - |
| dc.subject.keyword | Republic Of Korea | - |
| dc.contributor.affiliatedAuthor | Ko, Kyung Hee | - |
| dc.contributor.affiliatedAuthor | Han, Kyunghwa | - |
| dc.identifier.scopusid | 2-s2.0-86000299080 | - |
| dc.identifier.wosid | 001439786500033 | - |
| dc.citation.volume | 16 | - |
| dc.citation.number | 1 | - |
| dc.identifier.bibliographicCitation | NATURE COMMUNICATIONS, Vol.16(1), 2025-03 | - |
| dc.identifier.rimsid | 88156 | - |
| dc.type.rims | ART | - |
| dc.description.journalClass | 1 | - |
| dc.description.journalClass | 1 | - |
| dc.subject.keywordAuthor | Artificial Intelligence | - |
| dc.subject.keywordAuthor | Cancer | - |
| dc.subject.keywordAuthor | Cohort Analysis | - |
| dc.subject.keywordAuthor | Disease Severity | - |
| dc.subject.keywordAuthor | Experimental Study | - |
| dc.subject.keywordAuthor | Health Impact | - |
| dc.subject.keywordAuthor | Womens Health | - |
| dc.subject.keywordAuthor | Adult | - |
| dc.subject.keywordAuthor | Aged | - |
| dc.subject.keywordAuthor | Article | - |
| dc.subject.keywordAuthor | Breast Cancer | - |
| dc.subject.keywordAuthor | Cancer Diagnosis | - |
| dc.subject.keywordAuthor | Cancer Screening | - |
| dc.subject.keywordAuthor | Controlled Study | - |
| dc.subject.keywordAuthor | Diagnostic Accuracy | - |
| dc.subject.keywordAuthor | Female | - |
| dc.subject.keywordAuthor | Human | - |
| dc.subject.keywordAuthor | Major Clinical Study | - |
| dc.subject.keywordAuthor | Mammography | - |
| dc.subject.keywordAuthor | Middle Aged | - |
| dc.subject.keywordAuthor | Multicenter Study | - |
| dc.subject.keywordAuthor | Observational Study | - |
| dc.subject.keywordAuthor | Preliminary Data | - |
| dc.subject.keywordAuthor | Prospective Study | - |
| dc.subject.keywordAuthor | Radiologist | - |
| dc.subject.keywordAuthor | South Korea | - |
| dc.subject.keywordAuthor | Tumor Biopsy | - |
| dc.subject.keywordAuthor | Breast Tumor | - |
| dc.subject.keywordAuthor | Clinical Trial | - |
| dc.subject.keywordAuthor | Diagnosis | - |
| dc.subject.keywordAuthor | Diagnostic Imaging | - |
| dc.subject.keywordAuthor | Early Cancer Diagnosis | - |
| dc.subject.keywordAuthor | Epidemiology | - |
| dc.subject.keywordAuthor | Mass Screening | - |
| dc.subject.keywordAuthor | Procedures | - |
| dc.subject.keywordAuthor | Adult | - |
| dc.subject.keywordAuthor | Aged | - |
| dc.subject.keywordAuthor | Artificial Intelligence | - |
| dc.subject.keywordAuthor | Breast Neoplasms | - |
| dc.subject.keywordAuthor | Early Detection Of Cancer | - |
| dc.subject.keywordAuthor | Female | - |
| dc.subject.keywordAuthor | Humans | - |
| dc.subject.keywordAuthor | Mammography | - |
| dc.subject.keywordAuthor | Mass Screening | - |
| dc.subject.keywordAuthor | Middle Aged | - |
| dc.subject.keywordAuthor | Prospective Studies | - |
| dc.subject.keywordAuthor | Radiologists | - |
| dc.subject.keywordAuthor | Republic Of Korea | - |
| dc.subject.keywordPlus | PERFORMANCE | - |
| dc.subject.keywordPlus | BENEFITS | - |
| dc.subject.keywordPlus | HARMS | - |
| dc.type.docType | Article | - |
| dc.description.isOpenAccess | Y | - |
| dc.description.journalRegisteredClass | scie | - |
| dc.description.journalRegisteredClass | scopus | - |
| dc.relation.journalWebOfScienceCategory | Multidisciplinary Sciences | - |
| dc.relation.journalResearchArea | Science & Technology - Other Topics | - |
| dc.identifier.articleno | 2248 | - |
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