<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Performance evaluation of human resources in a hospital</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Angel Esteban-Gil</string-name>
          <email>angel.esteban@ffis.es</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>J.T. Fernandez-Breis</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Clara Miranda-Lopez</string-name>
          <email>clara.miranda@carm.es</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Dpto. Informática y Sistemas, Facultad de Informática, Universidad de Murcia, IMIB- Arrixaca</institution>
          ,
          <addr-line>30100, Murcia</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Fundación para la Formación e Investigación Sanitarias de la Región de Murcia, IMIB- Arrixaca</institution>
          ,
          <addr-line>30003, Murcia</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Subgerencia de gestión Área I, Hospital Clínico Universitario Virgen de la Arrixaca</institution>
          ,
          <addr-line>30120, Murcia</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The main goal of this paper is to explain how semantic web technologies are supporting the evaluation of the performance of medical professionals. Maximizing the effectiveness of the management of human resources in hospitals would permit to increase the quality of health care. Our proposal is based on our previous results and experience working with semantic technologies and pursues supporting the application of 360º performance evaluation methodologies. We have developed a semantic platform that enables the application of 360º performance evaluation methodologies. The semantic structure of the representation renders it easy to analyse key figures on aggregate human resource level. The approach has been validated using real data from the hospital.</p>
      </abstract>
      <kwd-group>
        <kwd>Semantic Web</kwd>
        <kwd>Human Resources Management</kwd>
        <kwd>Ontology</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction and background</title>
      <p>
        Maximizing the effectiveness of the management of human resources in hospitals
would permit to increase the quality of health care. Many studies [
        <xref ref-type="bibr" rid="ref1 ref2">1, 2</xref>
        ] have
demonstrated the impact of the human resources management in several clinical indicators,
but the lack of well-defined common semantic models makes really difficult to
perform user-defined analyses, comparing the results of different hospitals and linking of
data to external resources are required.
      </p>
      <p>The main goal of this paper is to explain how semantic web technologies are
supporting the evaluation of the performance of medical professionals.</p>
    </sec>
    <sec id="sec-2">
      <title>Methods and results</title>
      <p>
        Our proposal is based on our previous results and experience working with
semantic technologies and pursues supporting the application of 360º performance
evaluation methodologies [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. We have used Semantic Web technologies for transforming a
human resources management system into a semantically enabled one.
      </p>
      <p>We have implemented our performance evaluation model developed in an OWL
ontology. We have developed a semantic platform that enables the application of 360º
performance evaluation methodologies. The semantic structure of the representation
renders it easy to analyse key figures on aggregate human resource level. The
approach has been validated using real data from the hospital. The Semantic Web
platform, which is in use since 2013, has worked with real data of a hospital and our
semantic data store contains information about 21 evaluation calls, with 377 evaluations
of workers of 19 different job positions evaluated. Nowadays, there are 1,520 users of
the platform including evaluators and managers. The mean of the desirable levels of
the different clinical departments is 4.33 (out of 5) and the mean of the last evaluation
was 3.95, obtained at the end of 2014. Our semantic repository has 100,384 triples.
3</p>
    </sec>
    <sec id="sec-3">
      <title>Conclusions</title>
      <p>We believe that our results are an example of how semantic web technologies can
contribute to improve knowledge management processes in healthcare and to improve
the quality of care.</p>
    </sec>
    <sec id="sec-4">
      <title>Acknowledgments</title>
      <p>This project has been possible thanks to the cooperation of management and
human resources department of the Hospital Clínico Universitario Virgen de la
Arrixaca. This work was supported by the Ministerio de Economía y Competitividad and
the FEDER programme through grant TIN2014-53749-C2-2-R2, and the Fundación
Séneca through grant 15295/PI/10.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          1.
          <string-name>
            <surname>West</surname>
            ,
            <given-names>M.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Carol</surname>
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Jeremy</surname>
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Judy</surname>
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Matthew</surname>
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Stephen</surname>
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Malcolm</surname>
            <given-names>P.</given-names>
          </string-name>
          , and Justin W.:
          <article-title>The Link between the Management of Employees and Patient Mortality in Acute Hospitals</article-title>
          .
          <source>International Journal of Human Resource Management</source>
          <volume>13</volume>
          , no.
          <issue>8</issue>
          ,
          <fpage>1299</fpage>
          -
          <lpage>1310</lpage>
          (
          <year>2002</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          2.
          <string-name>
            <surname>West</surname>
            ,
            <given-names>M.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>James</surname>
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Jeremy</surname>
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Carol</surname>
            <given-names>B.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Matthew</surname>
            <given-names>C.</given-names>
          </string-name>
          :
          <article-title>Reducing Patient Mortality in Hospitals: The Role of Human Resource Management</article-title>
          .
          <source>Journal of Organizational Behavior</source>
          <volume>27</volume>
          , no.
          <issue>7</issue>
          ,
          <fpage>983</fpage>
          -
          <lpage>1002</lpage>
          (
          <year>2006</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          3.
          <string-name>
            <surname>Kutcher</surname>
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Donovan</surname>
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lorenzet S</surname>
          </string-name>
          .J.:
          <fpage>360</fpage>
          -
          <string-name>
            <given-names>Degree</given-names>
            <surname>Feedback</surname>
          </string-name>
          .
          <source>Handbook of Improving Performance in the Workplace: Volumes 1-3</source>
          ,
          <fpage>221</fpage>
          -
          <lpage>250</lpage>
          (
          <year>2009</year>
          ).
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>