Knowledge-driven formalization of laparoscopic surgeries for rule-based intraoperative context-aware assistance

Research output: Contribution to book/Conference proceedings/Anthology/ReportConference contributionContributedpeer-review

Contributors

  • Darko Katić - , Karlsruhe Institute of Technology (Author)
  • Anna Laura Wekerle - , Heidelberg University  (Author)
  • Fabian Gärtner - , Karlsruhe Institute of Technology (Author)
  • Hannes Kenngott - , Heidelberg University  (Author)
  • Beat Peter Müller-Stich - , Heidelberg University  (Author)
  • Rüdiger Dillmann - , Karlsruhe Institute of Technology (Author)
  • Stefanie Speidel - , Karlsruhe Institute of Technology (Author)

Abstract

The rise of intraoperatively available information threatens to outpace our abilities to process data and thus cause informational overload. Context-aware systems, filtering information to match the current situation in the OR, will be necessary to reap all benefits of integrated and computerized surgery. To interpret surgical situations, such systems need a robust set of knowledge to make sense of intraoperative measurements. Building on our own ontology for laparoscopy, we formalized the workflow of laparoscopic adrenalectomies, cholecystectomies and pancreatic resections and developed a novel, rule-based situation interpretation algorithm based on OWL and SWRL to recognize phases of these surgeries. The system was evaluated on ground truth data from 19 manually annotated surgeries with an average recognition rate of 89%.

Details

Original languageEnglish
Title of host publicationInformation Processing in Computer-Assisted Interventions - 5th International Conference, IPCAI 2014, Proceedings
PublisherSpringer-Verlag
Pages158-167
Number of pages10
ISBN (print)9783319075204
Publication statusPublished - 2014
Peer-reviewedYes
Externally publishedYes

Publication series

SeriesLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume8498 LNCS
ISSN0302-9743

Conference

Title5th International Conference on Information Processing in Computer-Assisted Interventions, IPCAI 2014
Duration28 June 2014
CityFukuoka
CountryJapan

External IDs

ORCID /0000-0002-4590-1908/work/163294074

Keywords

Keywords

  • Cognitive Surgery, Context-Awareness, Laparoscopic Surgery