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Improving preoperative risk stratification in colorectal liver metastases: a multi-institutional evaluation of multimodal prediction models.

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Title: Improving preoperative risk stratification in colorectal liver metastases: a multi-institutional evaluation of multimodal prediction models.
Authors: Kobayashi KSM; Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada., Mojtahedi R; School of Computing, Queen's University, Kingston, ON, Canada., Bunker EC; Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada., Chou JF; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA., D'Angelica MI; Hepatopancreatobiliary Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Gangai N; Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Gonen M; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Hamghalam M; School of Computing, Queen's University, Kingston, ON, Canada., Jain A; Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA., Kang HC; Department of Abdominal Imaging, University of Texas MD Anderson Cancer Center, Houston, TX, USA., Kwak E; Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada., Peoples JJ; Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Robins AH; Department of Public Health Sciences, Queen's University, Kingston, ON, Canada., Scott KL; Princess Margaret Research, Princess Margaret Cancer Centre, Toronto, ON, Canada., Do RKG; Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Chun YS; Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA., Simpson AL; Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada. amber.simpson@queensu.ca.; School of Computing, Queen's University, Kingston, ON, Canada. amber.simpson@queensu.ca.
Source: Scientific reports [Sci Rep] 2026 Jul 14. Date of Electronic Publication: 2026 Jul 14.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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              Text: 2026 Jul 14
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