AI 年龄差异：结肠肿瘤患者无健康评估的新型指标
计算机视觉与模式识别
2024-07-03 v2
摘要
结肠癌为全球性健康问题，准确评估患者无健康状况对于优化手术结果至关重要。本文引入 AI Age Discrepancy 这一新型指标，该指标通过对术前腹部 CT 扫描的机器学习分析得出，可作为结肠癌患者无健康状况和术后风险的潜在指示标志。该研究基于 2023 年结肠肿瘤分割挑战赛 (KiTS) 数据集的 599 例患者进行 retrospective 研究，发现 AI Age Discrepancy 较高者与住院时间延长和总体生存率降低显著相关，且独立于既有因素。表明 AI Age Discrepancy 可能为患者无健康状况提供有价值的信息，可指导结肠癌治疗中的临床决策。
引用
@article{arxiv.2407.00438,
title = {AI Age Discrepancy: A Novel Parameter for Frailty Assessment in Kidney Tumor Patients},
author = {Rikhil Seshadri and Jayant Siva and Angelica Bartholomew and Clara Goebel and Gabriel Wallerstein-King and Beatriz López Morato and Nicholas Heller and Jason Scovell and Rebecca Campbell and Andrew Wood and Michal Ozery-Flato and Vesna Barros and Maria Gabrani and Michal Rosen-Zvi and Resha Tejpaul and Vidhyalakshmi Ramesh and Nikolaos Papanikolopoulos and Subodh Regmi and Ryan Ward and Robert Abouassaly and Steven C. Campbell and Erick Remer and Christopher Weight},
journal= {arXiv preprint arXiv:2407.00438},
year = {2024}
}
备注
10 pages, 3 figures, 2 tables