Clinician-in-the-Loop Annotation of ICU Bedside Alarm Data

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dc.bibliographic.citation<p>@INPROCEEDINGS{7545837, <br />author={A. Roederer and J. Dimartino and J. Gutsche and M. Mullen-Fortino and S. Shah and C. W. Hanson and I. Lee}, <br />booktitle={2016 IEEE First International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE)}, <br />title={Clinician-in-the-Loop Annotation of ICU Bedside Alarm Data}, <br />year={2016}, <br />pages={229-237}, <br />keywords={data handling;health care;hospitals;patient care;patient monitoring;physiology;ubiquitous computing;ICU bedside alarm data;clinical monitoring;clinician-in-the-loop annotation;intensive care unit;patient physiologic signal monitoring;ubiquitous aspecific threshold alarm;Alarm systems;Biomedical monitoring;Fatigue;Hospitals;Monitoring;Safety;Sensors}, <br />doi={10.1109/CHASE.2016.10}, <br />month={June},}</p>
dc.contributor.authorRoederer, Alexander
dc.contributor.authorDimartino, Joseph
dc.contributor.authorGutsche, Jacob
dc.contributor.authorRoederer, Alexander
dc.contributor.authorHanson III, C. William
dc.contributor.authorDimartino, Joseph
dc.contributor.authorLee, Insup
dc.contributor.authorGutsche, Jacob
dc.contributor.authorMullen-Fortino, Margaret
dc.contributor.authorShah, Sachin
dc.contributor.authorHanson III, C. William
dc.contributor.authorLee, Insup
dc.date2023-05-17T15:39:36.000
dc.date.accessioned2023-05-22T12:51:27Z
dc.date.available2016-06-01T00:00:00Z
dc.date.issued2016-06-01
dc.date.submitted2016-10-07T12:05:23-07:00
dc.description.abstractIn this work, we describe the state of clinical monitoring in the intensive care unit and operating room, where patients are at their most fragile and thus monitoring is most heightened. We describe how large amounts of data generated by monitoring patients’ physiologic signals, along with the ubiquitous aspecific threshold alarms in use today, cause dangerous alarm fatigue for medical caregivers. In order to build more specific, more useful alarms, we gathered a novel data set that would allow us to assess the number, types, and utility of alarms currently in use in the intensive care unit. To do this, we developed a system to collect physiologic monitor data, alarms, and annotations of those alarms provided electronically by clinicians. We describe the collection process for this novel data set and provide a preliminary description of the data.
dc.description.commentsThe First IEEE Conference on Connected Health Applications, Systems and Engineering Technologies (IEEE CHASE 2016)(http://conferences.computer.org/chase/), Washington, DC, June 27-29, 2016
dc.identifier.urihttps://repository.upenn.edu/handle/20.500.14332/6898
dc.legacy.articleid1869
dc.legacy.fields10.1109/CHASE.2016.10
dc.legacy.fulltexturlhttps://repository.upenn.edu/cgi/viewcontent.cgi?article=1869&amp;context=cis_papers&amp;unstamped=1
dc.rights<p>© 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.</p>
dc.source.beginpage229
dc.source.endpage237
dc.source.issue820
dc.source.journalDepartmental Papers (CIS)
dc.source.journaltitleFirst IEEE Conference on Connected Health Applications, Systems and Engineering Technologies (IEEE CHASE 2016)
dc.source.peerreviewedtrue
dc.source.statuspublished
dc.subject.otherCPS Medical
dc.subject.otherbiomedical monitoring
dc.subject.othermonitoring
dc.subject.othersensors
dc.subject.otherhospitals
dc.subject.otherfatigue
dc.subject.otheralarm systems
dc.subject.othersafety
dc.subject.otherComputer Engineering
dc.subject.otherComputer Sciences
dc.titleClinician-in-the-Loop Annotation of ICU Bedside Alarm Data
dc.typePresentation
digcom.contributor.authorisAuthorOfPublication|email:roederer@seas.upenn.edu|institution:University of Pennsylvania|Roederer, Alexander
digcom.contributor.authorisAuthorOfPublication|email:joseph.dimartino@uphs.upenn.edu|institution:University of Pennsylvania Health System|Dimartino, Joseph
digcom.contributor.authorisAuthorOfPublication|email:jacob.gutsche@uphs.upenn.edu|institution:University of Pennsylvania Health System|Gutsche, Jacob
digcom.contributor.authorMullen-Fortino, Margaret
digcom.contributor.authorShah, Sachin
digcom.contributor.authorisAuthorOfPublication|email:Bill.Hanson@uphs.upenn.edu|institution:University of Pennsylvania|Hanson III, C. William
digcom.contributor.authorisAuthorOfPublication|email:lee@cis.upenn.edu|institution:University of Pennsylvania|Lee, Insup
digcom.date.embargo2016-06-01T00:00:00-07:00
digcom.identifiercis_papers/820
digcom.identifier.contextkey9244420
digcom.identifier.submissionpathcis_papers/820
digcom.typeconference
dspace.entity.typePublication
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upenn.schoolDepartmentCenterDepartmental Papers (CIS)
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