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Updated: Feb 14, 2026

Precise Cellular Ablation Approach for Modeling Acute Kidney Injury in Developing Zebrafish
09:53

Precise Cellular Ablation Approach for Modeling Acute Kidney Injury in Developing Zebrafish

Published on: June 3, 2017

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ICUの急性腎臓損傷を予測し,解釈可能な機械学習を用いた実行可能なリードタイム:開発とマルチセンターの検証

Abdulla Zahi Hourani1,2, Zuzanna Jakubowska2, Jolanta Małyszko2

  • 1Doctoral School, Medical University of Warsaw, 02-091 Warsaw, Poland.

Journal of clinical medicine
|February 13, 2026
PubMed
まとめ

解釈可能な早期警告スコア (EWS) は,集中治療室 (ICU) の患者の急性腎臓損傷 (AKI) を24時間前まで効果的に予測します. このダイナミックスコアは,異なる時間帯と地理的な場所における信頼性の高いパフォーマンスを示しています.

キーワード:
SHAP SHAP SHAP SHAP SHAP SHAP ショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートショートXGBoostは,XGBoostと一致している.急性腎臓損傷による急性腎臓損傷カリブレーション カリブレーション早期警報スコア (Early Warning Score) は,早期警報スコア (Early Warning Score) に基づいている.電子医療記録 (EHR) とは外部検証による検証集中治療室の重症病棟で集中治療を受けています.機械学習 (Machine Learning) とは,機械学習 (Machine Learning) とは,機械学習 (Machine Learning) と呼ばれるものです.

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Acute Kidney Injury I: Introduction

Introduction:Acute Kidney Injury (AKI) describes a swift decrease in kidney function occurring over hours to days, characterized by the kidneys' failure to remove waste products from the bloodstream. This leads to dangerous complications like metabolic acidosis, fluid overload, and electrolyte imbalances, such as hyperkalemia, which can cause life-threatening arrhythmias. AKI is common in both hospital and outpatient settings, often triggered by dehydration, sepsis, or exposure to nephrotoxic...
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Acute Kidney Injury II: Pathophysiology

Acute kidney injury (AKI) causes are categorized into three primary categories based on the location of the injury: prerenal, intrarenal (or intrinsic), and postrenal causes. This classification guides clinical management and illustrates how different pathways can impair kidney function.Etiology and Pathophysiology of Acute Kidney Injury1. Prerenal causesEtiology: Prerenal Acute Kidney Injury, the most common type, occurs when reduced blood flow to the kidneys decreases filtration capacity...
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Phase-lead controllers are commonly used in various control systems to enhance response speed and stability. Adjusting the brightness on a television screen offers a practical example of phase-lead control. When contrast is enhanced, a phase-lead controller is employed. Mathematically, phase-lead control is identified when the first parameter is smaller than the second.
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Acute Kidney Injury VI: Nursing Management01:22

Acute Kidney Injury VI: Nursing Management

Acute Kidney Injury (AKI) results in an inability to maintain fluid, electrolyte, and acid-base balance. Effective nursing management is critical in improving patient outcomes and includes comprehensive patient assessment and targeted interventions.Comprehensive Patient AssessmentA detailed history collection is essential, focusing on any recent infections, nephrotoxic medication use, or chronic conditions such as hypertension and diabetes that may contribute to AKI. During the physical...
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Acute Kidney Injury V: Interprofessional Care01:20

Acute Kidney Injury V: Interprofessional Care

Acute Kidney Injury (AKI) requires a collaborative healthcare approach to restore renal function and prevent complications. Essential management strategies involve monitoring fluid and electrolyte balance, adjusting medications, initiating dialysis when necessary, and providing nutritional support.Fluid and Electrolyte ManagementFluid Monitoring: Regularly monitoring body weight, central venous pressure, and urine output helps detect fluid imbalances early. Patient intake and output are...
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Acute Kidney Injury III: Clinical Manifestations01:29

Acute Kidney Injury III: Clinical Manifestations

Acute Kidney Injury (AKI) progresses through distinct clinical phases: the oliguric, diuretic, and recovery phases, each marked by unique manifestations and challenges.Oliguric Phase:The oliguric phase is the initial stage of AKI, typically lasting 10 to 14 days. This phase is marked by a significant reduction in urine output, usually less than 400 mL per day, indicating decreased kidney function. Fluid retention is a prominent feature, leading to symptoms such as edema, hypertension, and...
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