Predicting Survived Events in Nontraumatic Out-of-Hospital Cardiac Arrest: A Comparison Study on Machine Learning and Regression Models

Author(s):  
Yat Hei Lo ◽  
Yuet Chung Axel Siu
2021 ◽  
Vol Publish Ahead of Print ◽  
Author(s):  
Anoop Mayampurath ◽  
Raffi Hagopian ◽  
Laura Venable ◽  
Kyle Carey ◽  
Dana Edelson ◽  
...  

Circulation ◽  
2018 ◽  
Vol 138 (Suppl_2) ◽  
Author(s):  
Purav Mody ◽  
Ambarish Pandey ◽  
Rohan Khera ◽  
Colby Ayers ◽  
Mark Link ◽  
...  

Background: Previous studies examining sex-based differences among out-of-hospital cardiac arrest (OHCA) patients have been conflicting. Methods: Patients with OHCA enrolled in the Continuous Chest Compression trial between 2011 and 2016 were included in the present analysis. Hierarchical multivariable logistic regression models were constructed to evaluate the association between sex and sustained ROSC i.e. ROSC on ER arrival, discharge survival and survival with favorable neurological function after adjustment for age, witnessed status, presenting rhythm, public location, bystander CPR, resuscitation duration, and EMS response time. Results: Among 22,540 OHCA patients, 8,099 (35.9%) were women. Women were older (median 71 vs. 67 years), received less bystander CPR (45% vs. 47%), and had a lower proportion of cardiac arrests that were witnessed (39% vs. 45%) or had an initial shockable rhythm (15% vs. 28%, p<= 0.001 for all). There was no difference in sustained ROSC rates (24.7% vs. 24.8%, p=0.7) but discharge survival (6.5% vs. 10.3%, p<0.001) and survival with favorable neurological function (4.9 vs. 8.6%, p<0.001) were significantly lower in women (vs. men). In adjusted analysis, women (vs. men) had significantly higher likelihood of sustained ROSC ( Table ) but no difference in likelihood of discharge survival and survival with favorable neurological function. In the adjusted landmark analysis beginning after achieving ROSC, women had significantly lower likelihood of discharge survival and survival with favorable neurological function ( Table ) . Conclusions: Among resuscitated OHCA patients, women have a higher likelihood of achieving sustained ROSC despite a higher burden of poor prognostic factors. However, after successful ROSC, the likelihood of discharge survival is significantly lower in women (vs. men). Future studies are needed to understand how care provided post-ROSC may modify the sex-disparities in discharge survival outcomes.


Author(s):  
Nooraldeen Al-Dury ◽  
Annica Ravn-Fischer ◽  
Jacob Hollenberg ◽  
Johan Israelsson ◽  
Per Nordberg ◽  
...  

Resuscitation ◽  
2019 ◽  
Vol 138 ◽  
pp. 134-140 ◽  
Author(s):  
Samuel Harford ◽  
Houshang Darabi ◽  
Marina Del Rios ◽  
Somshubra Majumdar ◽  
Fazle Karim ◽  
...  

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