Show simple item record

dc.contributor.authorAmorim, Edilberto
dc.contributor.authorPati, Sandipan B.
dc.contributor.authorPurdon, Patrick L.
dc.contributor.authorWestover, M. Brandon
dc.contributor.authorGhassemi, Mohammad Mahdi
dc.contributor.authorMark, Roger G
dc.contributor.authorBrown, Emery Neal
dc.date.accessioned2017-06-07T15:43:22Z
dc.date.available2017-06-07T15:43:22Z
dc.date.issued2015-11
dc.date.submitted2015-08
dc.identifier.isbn978-1-4244-9271-8
dc.identifier.issn1094-687X
dc.identifier.issn1558-4615
dc.identifier.urihttp://hdl.handle.net/1721.1/109707
dc.description.abstractPrognostication of coma outcomes following cardiac arrest is both qualitative and poorly understood in current practice. Existing quantitative metrics are powerful, but lack rigorous approaches to classification. This is due, in part, to a lack of available data on the population of interest. In this paper we describe a novel retrospective data set of 167 cardiac arrest patients (spanning three institutions) who received electroencephalography (EEG) monitoring. We utilized a subset of the collected data to generate features that measured the connectivity, complexity and category of EEG activity. A subset of these features was included in a logistic regression model to estimate a dichotomized cerebral performance category score at discharge. We compared the predictive performance of our method against an established EEG-based alternative, the Cerebral Recovery Index (CRI) and show that our approach more reliably classifies patient outcomes, with an average increase in AUC of 0.27.en_US
dc.language.isoen_US
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)en_US
dc.relation.isversionofhttp://dx.doi.org/10.1109/EMBC.2015.7318417en_US
dc.rightsCreative Commons Attribution-Noncommercial-Share Alikeen_US
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/4.0/en_US
dc.sourcePMCen_US
dc.titleAn enhanced cerebral recovery index for coma prognostication following cardiac arresten_US
dc.typeArticleen_US
dc.identifier.citationGhassemi, Mohammad M.; Amorim, Edilberto; Pati, Sandipan B.; Mark, Roger G.; Brown, Emery N.; Purdon, Patrick L. and Westover, M. Brandon. “An Enhanced Cerebral Recovery Index for Coma Prognostication Following Cardiac Arrest.” 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), August 25-29 2015, Milan, Italy, Institute of Electrical and Electronics Engineers (IEEE), November 2015en_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Electrical Engineering and Computer Scienceen_US
dc.contributor.mitauthorGhassemi, Mohammad Mahdi
dc.contributor.mitauthorMark, Roger G
dc.contributor.mitauthorBrown, Emery Neal
dc.relation.journalAnnual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2015en_US
dc.eprint.versionAuthor's final manuscripten_US
dc.type.urihttp://purl.org/eprint/type/ConferencePaperen_US
eprint.statushttp://purl.org/eprint/status/NonPeerRevieweden_US
dspace.orderedauthorsGhassemi, Mohammad M.; Amorim, Edilberto; Pati, Sandipan B.; Mark, Roger G.; Brown, Emery N.; Purdon, Patrick L.; Westover, M. Brandonen_US
dspace.embargo.termsNen_US
dc.identifier.orcidhttps://orcid.org/0000-0001-5135-8588
dc.identifier.orcidhttps://orcid.org/0000-0002-6318-2978
dc.identifier.orcidhttps://orcid.org/0000-0003-2668-7819
mit.licenseOPEN_ACCESS_POLICYen_US


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record