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非糖尿病患者の心臓手術における術後高血糖予測のための複数の機械学習手法の比較

Jinyan Wu1, Mengli Zhang2, Senxiu Cui1

  • 1School of Nursing, Bengbu Medical University, Bengbu, Anhui, China.

Frontiers in cardiovascular medicine
|December 15, 2025
PubMed
まとめ

ロジスティック回帰は、高齢の心臓手術患者におけるストレス誘発性高血糖（SHG）の予測において、高度な機械学習モデルよりも優れた性能を発揮しました。この単純なモデルは、リスク層別化と管理において優れた精度を提供します。

キーワード:
モデル予測予測モデル回帰分析リスク評価ストレス性高血糖

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Patients with hypertrophic cardiomyopathy (HCM) and left ventricular outflow tract (LVOT) obstruction who remain symptomatic despite optimal medical therapy may undergo a septal myectomy (Morrow procedure). This procedure involves excising a portion of the hypertrophied septum below the aortic valve using a heart-lung machine to improve blood flow through the LVOT. Effective preoperative and postoperative nursing management ensures successful patient outcomes, minimizes complications, and...
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