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Grant: CIHR-ICRH Travel Awards - ICRH / Vascular pool

University of Alberta

$1,500.00

Machine-learning for the Electrocardiogram-based Prediction of Short-term and Long-term Mortality at the Time of Discharge in a Population-level Cohort of Patients with Access to Universal Healthcare

EF 2023-24

Résumé
We analyzed population-level ECGs in Alberta, Canada, to develop predictive models for short-term and long-term survival after hospital discharge. Our deep learning models utilizing ECG data outperformed traditional methods (CCI) in predicting short-term survival, but the traditional methods (CCI) were more effective in other aspects. Furthermore, our study demonstrates that combining ECG data with CCI can enhance prognostic prediction, offering a more effective approach for planning post-discharge care
Programme
CIHR-ICRH Travel Awards - ICRH / Vascular pool
Bénéficiaire
Emplacement
Alberta, Canada
Type de bénéficiaire
Academia
Type
Grant
Source
CIHR Funding Decisions Database

Tel que publié

Id
495436
Name
Sun Weijie
Region
Alberta
Country
Canada
Orgtype
Institution Paid; Research Institution
Prcname2
Special Cases
Projecttitle
Machine-learning for the Electrocardiogram-based Prediction of Short-term and Long-term Mortality at the Time of Discharge in a Population-level Cohort of Patients with Access to Universal Healthcare
Programtype2
Undefined
Orgnameinp2
University of Alberta
Cihramount2
$1,500
Cihrequipment2
$0
Programname2
CIHR-ICRH Travel Awards - ICRH / Vascular pool
Keyworddelim
Cohort; Ecg; Machine Learning
Abstract
We analyzed population-level ECGs in Alberta, Canada, to develop predictive models for short-term and long-term survival after hospital discharge. Our deep learning models utilizing ECG data outperformed traditional methods (CCI) in predicting short-term survival, but the traditional methods (CCI) were more effective in other aspects. Furthermore, our study demonstrates that combining ECG data with CCI can enhance prognostic prediction, offering a more effective approach for planning post-discharge care
Competitiondate
202309
Approvedterm2
1 yr 0 mth
Pinamesdelim
Sun, Weijie
Approvedterm
1 an 0 mois
Cihrcontribution2
~ $1,500~ $0~