Improving Preoperative Risk Stratification in Colorectal Liver Metastases: A Multi-Institutional Evaluation of Multimodal Prediction Models

Kaitlyn S. M. Kobayashi, Ramtin Mojtahedi, E. Claire Bunker, Joanne F. Chou, Michael I. D’Angelica, Natalie Gangai, Mithat Gönen, Mohammad Hamghalam, Anish Jain, HyunSeon Christine Kang, Erin Kwak, Jacob J. Peoples, Alexandra H. Robins, Katy L. Scott, Richard K. G. Do, Yun Shin Chun, and Amber L. Simpson. “Improving Preoperative Risk Stratification in Colorectal Liver Metastases: A Multi-Institutional Evaluation of Multimodal Prediction Models.” Scientific Reports (2026). Published 14 July 2026. https://doi.org/10.1038/s41598-026-60860-9

@article{Kobayashi2026PreoperativeRisk,
  author = {Kaitlyn S. M. Kobayashi and Ramtin Mojtahedi and E. Claire Bunker and Joanne F. Chou and Michael I. D’Angelica and Natalie Gangai and Mithat Gönen and Mohammad Hamghalam and Anish Jain and HyunSeon Christine Kang and Erin Kwak and Jacob J. Peoples and Alexandra H. Robins and Katy L. Scott and Richard K. G. Do and Yun Shin Chun and Amber L. Simpson},
  title = {{Improving Preoperative Risk Stratification in Colorectal Liver Metastases: A Multi-Institutional Evaluation of Multimodal Prediction Models}},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-60860-9},
  url = {https://doi.org/10.1038/s41598-026-60860-9},
  note = {Nature currently provides an unedited early-access version; volume and article number have not yet been assigned.}
}