Preoperative risk stratification for pathological upgrading in colorectal polyps using explainable machine learning: implications for screening optimization and resource allocation.
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| Title: | Preoperative risk stratification for pathological upgrading in colorectal polyps using explainable machine learning: implications for screening optimization and resource allocation. |
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| Authors: | Yang B; Department of Gastroenterology and Hepatology, Guizhou Aerospace Hospital, Zunyi, China., Zhang C; Department of Gastroenterology, The Fourth Affiliated Hospital of Anhui Medical University, Hefei, China.; Anhui Medical University, Hefei, China., Gong M; Department of Gastroenterology and Hepatology, Guizhou Aerospace Hospital, Zunyi, China. |
| Source: | Frontiers in public health [Front Public Health] 2026 May 21; Vol. 14, pp. 1845071. Date of Electronic Publication: 2026 May 21 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Frontiers Editorial Office Country of Publication: Switzerland NLM ID: 101616579 Publication Model: eCollection Cited Medium: Internet ISSN: 2296-2565 (Electronic) Linking ISSN: 22962565 NLM ISO Abbreviation: Front Public Health Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42254644 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Preoperative risk stratification for pathological upgrading in colorectal polyps using explainable machine learning: implications for screening optimization and resource allocation. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Yang+B%22">Yang B</searchLink>; Department of Gastroenterology and Hepatology, Guizhou Aerospace Hospital, Zunyi, China.<br /><searchLink fieldCode="AU" term="%22Zhang+C%22">Zhang C</searchLink>; Department of Gastroenterology, The Fourth Affiliated Hospital of Anhui Medical University, Hefei, China.; Anhui Medical University, Hefei, China.<br /><searchLink fieldCode="AU" term="%22Gong+M%22">Gong M</searchLink>; Department of Gastroenterology and Hepatology, Guizhou Aerospace Hospital, Zunyi, China. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101616579%22">Frontiers in public health</searchLink> [Front Public Health] 2026 May 21; Vol. 14, pp. 1845071. <i>Date of Electronic Publication: </i>2026 May 21 (<i>Print Publication: </i>2026). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Editorial+Office%22">Frontiers Editorial Office </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101616579 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2296-2565 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222962565%22">22962565 </searchLink><i>NLM ISO Abbreviation: </i>Front Public Health <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42254644 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3389/fpubh.2026.1845071 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1845071 Titles: – TitleFull: Preoperative risk stratification for pathological upgrading in colorectal polyps using explainable machine learning: implications for screening optimization and resource allocation. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Yang B – PersonEntity: Name: NameFull: Zhang C – PersonEntity: Name: NameFull: Gong M IsPartOfRelationships: – BibEntity: Dates: – D: 21 M: 05 Text: 2026 May 21 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2296-2565 Numbering: – Type: volume Value: 14 Titles: – TitleFull: Frontiers in public health Type: main |
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