AIMC Topic: Chronic Limb-Threatening Ischemia

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Long-Term Mortality Predictors Using a Machine-Learning Approach in Patients With Chronic Limb-Threatening Ischemia After Peripheral Vascular Intervention.

Journal of the American Heart Association May 18, 2024
BACKGROUND: Patients with chronic limb-threatening ischemia (CLTI) face a high long-term mortality risk. Identifying novel mortality predictors and risk profiles would enable individual health care plan design and improved survival. We aimed to lever...
Chronic Limb-Threatening Ischemia Catheterization, Peripheral Peripheral Vascular Diseases Random Forest Male Middle Aged Aged, 80 and over Female Algorithms Aged Risk Factors Humans Machine Learning
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Machine learning analysis of multispectral imaging and clinical risk factors to predict amputation wound healing.

Journal of vascular surgery Jul 24, 2021
OBJECTIVE: Prediction of amputation wound healing is challenging due to the multifactorial nature of critical limb ischemia and lack of objective assessment tools. Up to one-third of amputations require revision to a more proximal level within 1 year...
Regional Blood Flow Amputation, Surgical Hyperspectral Imaging Surgical Wound Feasibility Studies Lower Extremity Male Treatment Outcome Prognosis Chronic Limb-Threatening Ischemia Middle Aged Wound Healing Machine Learning Aged Risk Factors Pilot Projects Risk Assessment Female Humans Prospective Studies
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Comparative Performance of Clinician and Computational Approaches in Forecasting Adverse Outcomes in Intermittent Claudication.

Annals of vascular surgery Nov 1, 2025
BACKGROUND: Recent evidence has shown that machine learning (ML) techniques can accurately forecast adverse cardiovascular and limb events in patients with intermittent claudication. This is the first study to compare the predictive performance of ML...
Humans Machine Learning Retrospective Studies Female Databases, Factual Decision Support Techniques Time Factors Treatment Outcome Male Disease Progression Risk Assessment Chronic Limb-Threatening Ischemia Middle Aged Intermittent Claudication Predictive Value of Tests Reproducibility of Results Peripheral Arterial Disease Aged Risk Factors
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