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	<title>K-Means clustering &#8211; BIOENGINEER.ORG</title>
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		<title>Machine Learning Reveals Three Ethical Profiles Among Future Teachers in Spain and Mexico</title>
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		<pubDate>Mon, 05 Oct 2026 13:05:46 +0000</pubDate>
				<category><![CDATA[Biology]]></category>
		<category><![CDATA[ethical commitment]]></category>
		<category><![CDATA[Gaussian Mixture Models]]></category>
		<category><![CDATA[Heliyon]]></category>
		<category><![CDATA[K-Means clustering]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Mexico]]></category>
		<category><![CDATA[professional values]]></category>
		<category><![CDATA[prospective teachers]]></category>
		<category><![CDATA[Spain]]></category>
		<category><![CDATA[teacher education]]></category>
		<category><![CDATA[teacher ethics]]></category>
		<category><![CDATA[teaching vocation]]></category>
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					<description><![CDATA[A study of 1,117 prospective teachers in Spain and Mexico used K-Means and Gaussian Mixture Model clustering to identify three distinct ethical-professional profiles, showing that professional ethics varies widely among future teachers and must be explicitly taught rather than assumed.]]></description>
		
		
		
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