PLoS ONE 17(12):Įditor: Seung-Hwa Lee, Samsung Medical Center, REPUBLIC OF KOREA (2022) In-hospital mortality risk stratification of Asian ACS patients with artificial intelligence algorithm. The final algorithm was converted into an online tool with a database for continuous data archiving for prospective validation.Ĭitation: Kasim S, Malek S, Song C, Wan Ahmad WA, Fong A, Ibrahim KS, et al. Age, heart rate, Killip class, cardiac catheterization, oral hypoglycemia use and antiarrhythmic agent were found to be common predictors of in-hospital mortality across all ML feature selection models in this study. TIMI risk score correctly identified 13.08% of the high-risk patient’s non-survival vs 24.7% for the DL model and 4.65% vs 19.7% of the high-risk patient’s non-survival for NSTEMI. When compared to the DL (SVM selected var) model, the TIMI score underestimates patients’ risk of mortality.
There was no significant difference between DL (SVM selected var) algorithm and DL (RF selected var) algorithm (p = 0.5). In NSTEMI in-hospital prediction, DL (RF selected var) (AUC = 0.96, 95% CI: 0.95–0.96, reported slightly higher AUC compared to DL (SVM selected var) (AUC = 0.95, 95% CI: 0.94–0.95). The DL (SVM selected var) algorithm demonstrated the highest predictive performance with the least number of predictors (14 predictors) for in-hospital prediction of STEMI patients (AUC = 0.96, 95% CI: 0.95–0.96). The best model in this study is the combination of features selected from the SVM algorithm with a deep learning classifier.
Deep learning models constructed using all features and selected features from machine learning resulted in higher performance than machine learning and TIMI risk score (p < 0.0001 for all). Note: the description is machine translated and might contain errors.A total of 68528 patients were included in the analysis. In more than one in eight draft boosters you will not find a rare, but a mythic rare!Įach booster Time Spiral Remastered also contains a specially selected modern card with a classic look. A draft booster from Time Spiral Remastered contains 15 Magic: the Gathering cards which one rare, three uncommons, ten commons and a token.
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