<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1900-6586</journal-id>
<journal-title><![CDATA[Revista Científica General José María Córdova]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. Cient. Gen. José María Córdova]]></abbrev-journal-title>
<issn>1900-6586</issn>
<publisher>
<publisher-name><![CDATA[Escuela Militar de Cadetes "General José María Córdova"]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1900-65862024000100174</article-id>
<article-id pub-id-type="doi">10.21830/19006586.1271</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Muertes violentas durante y después de la pandemia en Colombia: un análisis mediante inteligencia artificial]]></article-title>
<article-title xml:lang="en"><![CDATA[Violent deaths during and after the pandemic in Colombia: an artificial intelligence analysis]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Fontalvo Herrera]]></surname>
<given-names><![CDATA[Tomás José]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Banquez Maturana]]></surname>
<given-names><![CDATA[Ana Gabriela]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Mejía Zambrano]]></surname>
<given-names><![CDATA[Fabio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad de Cartagena  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad de Cartagena  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad del Tolima  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>03</month>
<year>2024</year>
</pub-date>
<volume>22</volume>
<numero>45</numero>
<fpage>174</fpage>
<lpage>197</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S1900-65862024000100174&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S1900-65862024000100174&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S1900-65862024000100174&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen. El artículo evalúa las muertes violentas durante y después de la pandemia de covid-19 usando un análisis de aprendizaje automático y de redes neuronales. Para ello, se utilizaron los datos registrados por la Policía Nacional sobre homicidios entre marzo de 2020 y junio de 2023. A partir de esos datos, se calcularon los perfiles de muertes violentas durante la pandemia (comprendida entre marzo de 2020 y diciembre de 2021) y en la pospandemia (es decir, entre enero de 2022 y junio de 2023). Luego, se llevó a cabo un análisis comparativo entre estos dos periodos y se usó una red neuronal de doble capa para clasificar y predecir futuras muertes violentas con una tasa de precisión del 100%.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract. This article evaluates the violent deaths during and after the COVID-19 pandemic using automated machine learning and neural network analysis. For this purpose, data recorded by the National Police about the homicides during March 2020 and June 2023 were used. From these data, the profiles of violent deaths during the pandemic (March 2020 and December 2021) and in the post-pandemic (i.e., January 2022 and June 2023) were calculated. Then a comparative analysis was carried out between these two periods using a two-layer neural network to classify and predict future violent deaths with a precision rate of 100%.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[aprendizaje automático]]></kwd>
<kwd lng="es"><![CDATA[covid-19]]></kwd>
<kwd lng="es"><![CDATA[inteligencia artificial]]></kwd>
<kwd lng="es"><![CDATA[pandemia]]></kwd>
<kwd lng="es"><![CDATA[redes neuronales]]></kwd>
<kwd lng="es"><![CDATA[violencia]]></kwd>
<kwd lng="en"><![CDATA[artificial intelligence]]></kwd>
<kwd lng="en"><![CDATA[automated learning]]></kwd>
<kwd lng="en"><![CDATA[covid-19]]></kwd>
<kwd lng="en"><![CDATA[neural network]]></kwd>
<kwd lng="en"><![CDATA[pandemic]]></kwd>
<kwd lng="en"><![CDATA[violence]]></kwd>
</kwd-group>
</article-meta>
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