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Title:           Discovering HIV related information by means of association rules and machine learning
Subject:         Scientific Reports, https://doi.org/10.1038/s41598-022-22695-y
Author:          Lourdes Araujo 
Creator:         Springer
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      Title: Discovering HIV related information by means of association rules and machine learning
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        Title: Methods
        Children: 
         Item: 
          Title: CORIS data. 
         Item: 
          Title: Manual evaluation of association rules. 
         Item: 
          Title: Semisupervised method for filtering HIVAIDS associated rules. 
          Children: 
           Item: 
            Title: Unsupervised component of EXTRAE algorithm. 
           Item: 
            Title: Supervised component of EXTRAE algorithm. 
           Item: 
            Title: Semi-supervised EXTRAE algorithm. 
       Item: 
        Title: Results
       Item: 
        Title: Discussion
       Item: 
        Title: References
       Item: 
        Title: Acknowledgements
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    Title: Discovering HIV related information by means of association rules and machine learning
    Author: Lourdes Araujo 
    Subject: Scientific Reports, https://doi.org/10.1038/s41598-022-22695-y
    Creator: Springer
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               <rdf:li>Antonio Antela </rdf:li>
               <rdf:li>Elena Losada </rdf:li>
               <rdf:li>Melchor Riera </rdf:li>
               <rdf:li>María Peñaranda </rdf:li>
               <rdf:li>M. Angels Ribas </rdf:li>
               <rdf:li>Antoni A. Campins </rdf:li>
               <rdf:li>Mercedes Garcia-Gazalla </rdf:li>
               <rdf:li>Francisco J. Fanjul </rdf:li>
               <rdf:li>Javier Murillas </rdf:li>
               <rdf:li>Francisco Homar </rdf:li>
               <rdf:li>Helem H. Vilchez </rdf:li>
               <rdf:li>Luisa Martin </rdf:li>
               <rdf:li>Antoni Payeras </rdf:li>
               <rdf:li>Jesús Santos </rdf:li>
               <rdf:li>María López </rdf:li>
               <rdf:li>Crisitina Gómez </rdf:li>
               <rdf:li>Isabel Viciana </rdf:li>
               <rdf:li>Rosario Palacios </rdf:li>
               <rdf:li>Luis Fernando López-Cortés </rdf:li>
               <rdf:li>Nuria Espinosa </rdf:li>
               <rdf:li>Cristina Roca </rdf:li>
               <rdf:li>Silvia Llaves </rdf:li>
               <rdf:li>Juan Manuel Tiraboschi </rdf:li>
               <rdf:li>Arkaitz Imaz </rdf:li>
               <rdf:li>Ana Karina Silva </rdf:li>
               <rdf:li>María Saumoy </rdf:li>
               <rdf:li>Sofía Catalina Scévola </rdf:li>
               <rdf:li>Adrián Curran </rdf:li>
               <rdf:li>Vicenç Falcó </rdf:li>
               <rdf:li>Jordi Navarro </rdf:li>
               <rdf:li>Joaquin Burgos </rdf:li>
               <rdf:li>Paula Suanzes </rdf:li>
               <rdf:li>Jorge García </rdf:li>
               <rdf:li>Vicente Descalzo </rdf:li>
               <rdf:li>Patricia Álvarez </rdf:li>
               <rdf:li>Bibiana Planas </rdf:li>
               <rdf:li>Marta Sanchiz </rdf:li>
               <rdf:li>Lucía Rodríguez </rdf:li>
               <rdf:li>Julián Olalla </rdf:li>
               <rdf:li>M. José Sánchez </rdf:li>
               <rdf:li>Javier Pérez </rdf:li>
               <rdf:li>Alfonso del Arco</rdf:li>
               <rdf:li>Javier de la Torre</rdf:li>
               <rdf:li>José Luis Prada </rdf:li>
               <rdf:li>Onofre Juan Martínez </rdf:li>
               <rdf:li>Lorena Martinez </rdf:li>
               <rdf:li>Francisco Jesús Vera </rdf:li>
               <rdf:li>Josefina García </rdf:li>
               <rdf:li>Begoña Alcaraz </rdf:li>
               <rdf:li>Antonio Jesús Sánchez Guirao </rdf:li>
               <rdf:li>Alvaro Mena </rdf:li>
               <rdf:li>Angeles Castro </rdf:li>
               <rdf:li>Berta Pernas </rdf:li>
               <rdf:li>Pilar Vázquez </rdf:li>
               <rdf:li>Soledad López </rdf:li>
               <rdf:li>Sofía Ibarra </rdf:li>
               <rdf:li>Guillermo García </rdf:li>
               <rdf:li>Josu Mirena </rdf:li>
               <rdf:li>Oscar Luis Ferrero </rdf:li>
               <rdf:li>Josefina López </rdf:li>
               <rdf:li>M. Mar Cámara </rdf:li>
               <rdf:li>Mireia de la Peña</rdf:li>
               <rdf:li>Miriam Lopez </rdf:li>
               <rdf:li>Iñigo Lopez </rdf:li>
               <rdf:li>Itxaso Lombide </rdf:li>
               <rdf:li>Victor Polo </rdf:li>
               <rdf:li>Joana de Miguel</rdf:li>
               <rdf:li>Carlos Galera </rdf:li>
               <rdf:li>Marian Fernández </rdf:li>
               <rdf:li>Helena Albendin </rdf:li>
               <rdf:li>Antonia Castillo </rdf:li>
               <rdf:li>Asunción Iborra </rdf:li>
               <rdf:li>Antonio Moreno </rdf:li>
               <rdf:li>M. Angustias Merlos </rdf:li>
               <rdf:li>Asunción Vidal </rdf:li>
               <rdf:li>Concha Amador </rdf:li>
               <rdf:li>Francisco Pasquau </rdf:li>
               <rdf:li>Concepcion Gil </rdf:li>
               <rdf:li>Jose Tomás Algado </rdf:li>
               <rdf:li>Inés Suarez-García </rdf:li>
               <rdf:li>Eduardo Malmierca </rdf:li>
               <rdf:li>Patricia González-Ruano </rdf:li>
               <rdf:li>M. Pilar Ruiz </rdf:li>
               <rdf:li>José Francisco Pascual </rdf:li>
               <rdf:li>Elena Sáez </rdf:li>
               <rdf:li>Luz Balsalobre </rdf:li>
               <rdf:li>M. Villa López </rdf:li>
               <rdf:li>Mohamed Omar </rdf:li>
               <rdf:li>Carmen Herrero </rdf:li>
               <rdf:li>M. Amparo Gómez </rdf:li>
               <rdf:li>Miguel Alberto de Zarraga</rdf:li>
               <rdf:li>Desiré Pérez </rdf:li>
               <rdf:li>Vicente Estrada </rdf:li>
               <rdf:li>Nieves Sanz </rdf:li>
               <rdf:li>Noemí Cabello </rdf:li>
               <rdf:li>Jorge Vergas García </rdf:li>
               <rdf:li>Maria Jose Núñez </rdf:li>
               <rdf:li>Iñigo Sagastagoitia </rdf:li>
               <rdf:li>Miguel Górgolas </rdf:li>
               <rdf:li>Alfonso Cabello </rdf:li>
               <rdf:li>Beatriz Álvarez </rdf:li>
               <rdf:li>Laura Prieto </rdf:li>
               <rdf:li>Irene Carrillo </rdf:li>
               <rdf:li>José Sanz </rdf:li>
               <rdf:li>Alberto Arranz </rdf:li>
               <rdf:li>Cristina Hernández </rdf:li>
               <rdf:li>María Novella </rdf:li>
               <rdf:li>M. José Galindo </rdf:li>
               <rdf:li>Ana Ferrer </rdf:li>
               <rdf:li>Antonio Rivero Román </rdf:li>
               <rdf:li>Inma Ruíz </rdf:li>
               <rdf:li>Antonio Rivero Juárez </rdf:li>
               <rdf:li>Pedro López </rdf:li>
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               <rdf:li>Mario Frias </rdf:li>
               <rdf:li>Ángela Camacho </rdf:li>
               <rdf:li>Ignacio Pérez </rdf:li>
               <rdf:li>Diana Corona </rdf:li>
               <rdf:li>Ignacio Pérez </rdf:li>
               <rdf:li>Diana Corona </rdf:li>
               <rdf:li>Miguel Cervero </rdf:li>
               <rdf:li>Rafael Torres </rdf:li>
               <rdf:li>Juan Antonio Pineda </rdf:li>
               <rdf:li>Pilar Rincón </rdf:li>
               <rdf:li>Juan Macías </rdf:li>
               <rdf:li>Luis Miguel Real </rdf:li>
               <rdf:li>Anais Corma </rdf:li>
               <rdf:li>Marta Fernández </rdf:li>
               <rdf:li>Alejandro Gonzalez-Serna </rdf:li>
               <rdf:li>Eva Poveda </rdf:li>
               <rdf:li>Alexandre Pérez </rdf:li>
               <rdf:li>Luis Morano </rdf:li>
               <rdf:li>Celia Miralles </rdf:li>
               <rdf:li>Antonio Ocampo </rdf:li>
               <rdf:li>Guillermo Pousada </rdf:li>
               <rdf:li>Lucía Patiño </rdf:li>
               <rdf:li>Carlos Dueñas </rdf:li>
               <rdf:li>Sara Gutiérrez </rdf:li>
               <rdf:li>Elena Tapia </rdf:li>
               <rdf:li>Cristina Novoa </rdf:li>
               <rdf:li>Xjoylin Egües </rdf:li>
               <rdf:li>Pablo Telleria </rdf:li>
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                           <pdfaProperty:description>The aggregation type specifies the unit of aggregation for a content collection. Comment PRISM recommends that the PRISM Aggregation Type Controlled Vocabulary be used to provide values for this element. Note: PRISM recommends against the use of the #other value currently allowed in this controlled vocabulary. In lieu of using #other please reach out to the PRISM group at info@prismstandard.org to request addition of your term to the Aggregation Type Controlled Vocabulary. </pdfaProperty:description>
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                  <pdfaSchema:schema>Adobe PDF Schema</pdfaSchema:schema>
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