Predicting colorectal surgical complications using heterogeneous clinical data and kernel methods.
Identifieur interne : 000025 ( Main/Exploration ); précédent : 000024; suivant : 000026Predicting colorectal surgical complications using heterogeneous clinical data and kernel methods.
Auteurs : Cristina Soguero-Ruiz [Espagne] ; Kristian Hindberg [Norvège] ; Inmaculada Mora-Jiménez [Espagne] ; José Luis Rojo-Álvarez [Espagne] ; Stein Olav Skr Vseth [États-Unis] ; Fred Godtliebsen [Norvège] ; Kim Mortensen [Norvège] ; Arthur Revhaug [Norvège] ; Rolv-Ole Lindsetmo [Norvège] ; Knut Magne Augestad [Norvège] ; Robert Jenssen [Norvège]Source :
- Journal of biomedical informatics [ 1532-0480 ] ; 2016.
Abstract
In this work, we have developed a learning system capable of exploiting information conveyed by longitudinal Electronic Health Records (EHRs) for the prediction of a common postoperative complication, Anastomosis Leakage (AL), in a data-driven way and by fusing temporal population data from different and heterogeneous sources in the EHRs.
DOI: 10.1016/j.jbi.2016.03.008
PubMed: 26980235
Affiliations:
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Mathematics and Statistics, University of Tromsø (UiT), Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Mortensen, Kim" sort="Mortensen, Kim" uniqKey="Mortensen K" first="Kim" last="Mortensen">Kim Mortensen</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Revhaug, Arthur" sort="Revhaug, Arthur" uniqKey="Revhaug A" first="Arthur" last="Revhaug">Arthur Revhaug</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Clinic for Surgery, Cancer and Women's Health, UNN, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Clinic for Surgery, Cancer and Women's Health, UNN, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Lindsetmo, Rolv Ole" sort="Lindsetmo, Rolv Ole" uniqKey="Lindsetmo R" first="Rolv-Ole" last="Lindsetmo">Rolv-Ole Lindsetmo</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Augestad, Knut Magne" sort="Augestad, Knut Magne" uniqKey="Augestad K" first="Knut Magne" last="Augestad">Knut Magne Augestad</name><affiliation wicri:level="1"><nlm:affiliation>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Surgery, Hammerfest Hospital, Norway; Dept. of Colorectal Surgery, University Hospitals Case Medical Center, Cleveland, USA; Institute of Clinical Medicine, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Surgery, Hammerfest Hospital, Norway; Dept. of Colorectal Surgery, University Hospitals Case Medical Center, Cleveland, USA; Institute of Clinical Medicine, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Jenssen, Robert" sort="Jenssen, Robert" uniqKey="Jenssen R" first="Robert" last="Jenssen">Robert Jenssen</name><affiliation wicri:level="1"><nlm:affiliation>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Physics and Technology, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Physics and Technology, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">PubMed</idno><date when="2016">2016</date><idno type="RBID">pubmed:26980235</idno><idno type="pmid">26980235</idno><idno type="doi">10.1016/j.jbi.2016.03.008</idno><idno type="wicri:Area/PubMed/Corpus">000022</idno><idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Corpus" wicri:corpus="PubMed">000022</idno><idno type="wicri:Area/PubMed/Curation">000022</idno><idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Curation">000022</idno><idno type="wicri:Area/PubMed/Checkpoint">000022</idno><idno type="wicri:explorRef" wicri:stream="Checkpoint" wicri:step="PubMed">000022</idno><idno type="wicri:Area/Ncbi/Merge">000C72</idno><idno type="wicri:Area/Ncbi/Curation">000C72</idno><idno type="wicri:Area/Ncbi/Checkpoint">000C72</idno><idno type="wicri:Area/Main/Merge">000025</idno><idno type="wicri:Area/Main/Curation">000025</idno><idno type="wicri:Area/Main/Exploration">000025</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en">Predicting colorectal surgical complications using heterogeneous clinical data and kernel methods.</title><author><name sortKey="Soguero Ruiz, Cristina" sort="Soguero Ruiz, Cristina" uniqKey="Soguero Ruiz C" first="Cristina" last="Soguero-Ruiz">Cristina Soguero-Ruiz</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Signal Theory and Communications, Telematics and Computing, Universidad Rey Juan Carlos, Fuenlabrada, Spain. Electronic address: cristina.soguero@urjc.es.</nlm:affiliation><country xml:lang="fr">Espagne</country><wicri:regionArea>Dept. of Signal Theory and Communications, Telematics and Computing, Universidad Rey Juan Carlos, Fuenlabrada</wicri:regionArea><wicri:noRegion>Fuenlabrada</wicri:noRegion></affiliation></author><author><name sortKey="Hindberg, Kristian" sort="Hindberg, Kristian" uniqKey="Hindberg K" first="Kristian" last="Hindberg">Kristian Hindberg</name><affiliation wicri:level="1"><nlm:affiliation>Dept. Mathematics and Statistics, University of Tromsø (UiT), Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. Mathematics and Statistics, University of Tromsø (UiT), Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Mora Jimenez, Inmaculada" sort="Mora Jimenez, Inmaculada" uniqKey="Mora Jimenez I" first="Inmaculada" last="Mora-Jiménez">Inmaculada Mora-Jiménez</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Signal Theory and Communications, Telematics and Computing, Universidad Rey Juan Carlos, Fuenlabrada, Spain.</nlm:affiliation><country xml:lang="fr">Espagne</country><wicri:regionArea>Dept. of Signal Theory and Communications, Telematics and Computing, Universidad Rey Juan Carlos, Fuenlabrada</wicri:regionArea><wicri:noRegion>Fuenlabrada</wicri:noRegion></affiliation></author><author><name sortKey="Rojo Lvarez, Jose Luis" sort="Rojo Lvarez, Jose Luis" uniqKey="Rojo Lvarez J" first="José Luis" last="Rojo-Álvarez">José Luis Rojo-Álvarez</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Signal Theory and Communications, Telematics and Computing, Universidad Rey Juan Carlos, Fuenlabrada, Spain.</nlm:affiliation><country xml:lang="fr">Espagne</country><wicri:regionArea>Dept. of Signal Theory and Communications, Telematics and Computing, Universidad Rey Juan Carlos, Fuenlabrada</wicri:regionArea><wicri:noRegion>Fuenlabrada</wicri:noRegion></affiliation></author><author><name sortKey="Skr Vseth, Stein Olav" sort="Skr Vseth, Stein Olav" uniqKey="Skr Vseth S" first="Stein Olav" last="Skr Vseth">Stein Olav Skr Vseth</name><affiliation wicri:level="2"><nlm:affiliation>Norwegian Centre for Integrated Care and Telemedicine, Norway; University Hospital of North Norway (UNN), Norway; IBM T.J. Watson Research Center, Yorktown Heights, NY, USA.</nlm:affiliation><country xml:lang="fr">États-Unis</country><wicri:regionArea>Norwegian Centre for Integrated Care and Telemedicine, Norway; University Hospital of North Norway (UNN), Norway; IBM T.J. Watson Research Center, Yorktown Heights, NY</wicri:regionArea><placeName><region type="state">État de New York</region></placeName></affiliation></author><author><name sortKey="Godtliebsen, Fred" sort="Godtliebsen, Fred" uniqKey="Godtliebsen F" first="Fred" last="Godtliebsen">Fred Godtliebsen</name><affiliation wicri:level="1"><nlm:affiliation>Dept. Mathematics and Statistics, University of Tromsø (UiT), Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. Mathematics and Statistics, University of Tromsø (UiT), Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Mortensen, Kim" sort="Mortensen, Kim" uniqKey="Mortensen K" first="Kim" last="Mortensen">Kim Mortensen</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Revhaug, Arthur" sort="Revhaug, Arthur" uniqKey="Revhaug A" first="Arthur" last="Revhaug">Arthur Revhaug</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Clinic for Surgery, Cancer and Women's Health, UNN, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Clinic for Surgery, Cancer and Women's Health, UNN, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Lindsetmo, Rolv Ole" sort="Lindsetmo, Rolv Ole" uniqKey="Lindsetmo R" first="Rolv-Ole" last="Lindsetmo">Rolv-Ole Lindsetmo</name><affiliation wicri:level="1"><nlm:affiliation>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Dept. of Gastrointestinal Surgery, UNN, Tromsø, Norway; Institute of Clinical Medicine, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Augestad, Knut Magne" sort="Augestad, Knut Magne" uniqKey="Augestad K" first="Knut Magne" last="Augestad">Knut Magne Augestad</name><affiliation wicri:level="1"><nlm:affiliation>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Surgery, Hammerfest Hospital, Norway; Dept. of Colorectal Surgery, University Hospitals Case Medical Center, Cleveland, USA; Institute of Clinical Medicine, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Surgery, Hammerfest Hospital, Norway; Dept. of Colorectal Surgery, University Hospitals Case Medical Center, Cleveland, USA; Institute of Clinical Medicine, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author><author><name sortKey="Jenssen, Robert" sort="Jenssen, Robert" uniqKey="Jenssen R" first="Robert" last="Jenssen">Robert Jenssen</name><affiliation wicri:level="1"><nlm:affiliation>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Physics and Technology, UiT, Tromsø, Norway.</nlm:affiliation><country xml:lang="fr">Norvège</country><wicri:regionArea>Norwegian Centre for Integrated Care and Telemedicine, Norway; Dept. of Physics and Technology, UiT, Tromsø</wicri:regionArea><wicri:noRegion>Tromsø</wicri:noRegion></affiliation></author></analytic><series><title level="j">Journal of biomedical informatics</title><idno type="eISSN">1532-0480</idno><imprint><date when="2016" type="published">2016</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">In this work, we have developed a learning system capable of exploiting information conveyed by longitudinal Electronic Health Records (EHRs) for the prediction of a common postoperative complication, Anastomosis Leakage (AL), in a data-driven way and by fusing temporal population data from different and heterogeneous sources in the EHRs.</div></front></TEI><affiliations><list><country><li>Espagne</li><li>Norvège</li><li>États-Unis</li></country><region><li>État de New York</li></region></list><tree><country name="Espagne"><noRegion><name sortKey="Soguero Ruiz, Cristina" sort="Soguero Ruiz, Cristina" uniqKey="Soguero Ruiz C" first="Cristina" last="Soguero-Ruiz">Cristina Soguero-Ruiz</name></noRegion><name sortKey="Mora Jimenez, Inmaculada" sort="Mora Jimenez, Inmaculada" uniqKey="Mora Jimenez I" first="Inmaculada" last="Mora-Jiménez">Inmaculada Mora-Jiménez</name><name sortKey="Rojo Lvarez, Jose Luis" sort="Rojo Lvarez, Jose Luis" uniqKey="Rojo Lvarez J" first="José Luis" last="Rojo-Álvarez">José Luis Rojo-Álvarez</name></country><country name="Norvège"><noRegion><name sortKey="Hindberg, Kristian" sort="Hindberg, Kristian" uniqKey="Hindberg K" first="Kristian" last="Hindberg">Kristian Hindberg</name></noRegion><name sortKey="Augestad, Knut Magne" sort="Augestad, Knut Magne" uniqKey="Augestad K" first="Knut Magne" last="Augestad">Knut Magne Augestad</name><name sortKey="Godtliebsen, Fred" sort="Godtliebsen, Fred" uniqKey="Godtliebsen F" first="Fred" last="Godtliebsen">Fred Godtliebsen</name><name sortKey="Jenssen, Robert" sort="Jenssen, Robert" uniqKey="Jenssen R" first="Robert" last="Jenssen">Robert Jenssen</name><name sortKey="Lindsetmo, Rolv Ole" sort="Lindsetmo, Rolv Ole" uniqKey="Lindsetmo R" first="Rolv-Ole" last="Lindsetmo">Rolv-Ole Lindsetmo</name><name sortKey="Mortensen, Kim" sort="Mortensen, Kim" uniqKey="Mortensen K" first="Kim" last="Mortensen">Kim Mortensen</name><name sortKey="Revhaug, Arthur" sort="Revhaug, Arthur" uniqKey="Revhaug A" first="Arthur" last="Revhaug">Arthur Revhaug</name></country><country name="États-Unis"><region name="État de New York"><name sortKey="Skr Vseth, Stein Olav" sort="Skr Vseth, Stein Olav" uniqKey="Skr Vseth S" first="Stein Olav" last="Skr Vseth">Stein Olav Skr Vseth</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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