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	<title>loss of ambulation &#8211; BIOENGINEER.ORG</title>
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		<title>Machine Learning Model Forecasts Wheelchair Milestone in Duchenne Muscular Dystrophy</title>
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		<pubDate>Sun, 25 Oct 2026 04:05:25 +0000</pubDate>
				<category><![CDATA[Health]]></category>
		<category><![CDATA[biomarkers]]></category>
		<category><![CDATA[clinical prediction]]></category>
		<category><![CDATA[Duchenne muscular dystrophy]]></category>
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		<category><![CDATA[loss of ambulation]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[predictive modeling]]></category>
		<category><![CDATA[quantitative MRI]]></category>
		<category><![CDATA[random survival forest]]></category>
		<category><![CDATA[risk stratification]]></category>
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					<description><![CDATA[A machine learning tool combining quantitative muscle MRI fat fractions with clinical scores predicts when boys with Duchenne muscular dystrophy will lose ambulation, achieving strong accuracy up to four years ahead and stratifying patients into risk groups with starkly different event rates.]]></description>
		
		
		
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