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使用无监督机器学习算法的高KDPI频谱移植结果的比较分析

Mahmoudreza Moein1, Alireza Golkarieh2, Isabella Vlassis1

  • 1Division of Transplant Services, Department of Surgery, SUNY Upstate Medical University, Syracuse, New York, United States of America.

PloS one
|August 26, 2025
PubMed
概括

尽管存活率较低,但使用高脏捐赠者概况指数 (KDPI) 的脏 (98-100%) 是扩大捐赠者群的可行选择. 机器学习匹配改善了移植器官分配策略.

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Kidney Transplant I: Introduction01:28

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A kidney transplant is a surgical approach that involves replacing a non-functioning kidney with a healthy one from a donor. This procedure is often a treatment option for end-stage renal disease (ESRD) patients. The method requires careful recipient selection, including evaluating various medical and psychosocial factors. These criteria vary between transplant centers but generally include assessments of the patient's overall health, adherence to medical recommendations, and lifestyle...
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Preoperative ManagementThe primary goals of preoperative management in kidney transplantation are to optimize the patient’s metabolic state and prepare them for surgery through diet adjustments, necessary dialysis, and tailored medical treatment. This phase also involves comprehensive infection screening and patient education about the surgical procedure and postoperative care to improve outcomes and adherence.Medical ManagementA comprehensive evaluation is required for both the living...
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