Performance evaluation and comparison of ensemble based bagging and boosting machine learning methods for automated early prediction of myocardial infarction

MA Hakim, N Jahan, ZA Zerin… - 2021 12th international …, 2021 - ieeexplore.ieee.org
… possible to decrease the total number of death cases due to myocardial infarction. Finally,
our aim is to propose a model to predict myocardial infarction and the objectives as follows – …

Performance of a convolutional neural network derived from an ECG database in recognizing myocardial infarction

H Makimoto, M Höckmann, T Lin, D Glöckner… - Scientific reports, 2020 - nature.com
… a relatively small ECG database, for diagnosing myocardial infarction (MI). We hypothesized
that … We also evaluated the influence of ECG-lead reduction and image compression on the …

Performance of the European Society of Cardiology 0/1-hour, 0/2-hour, and 0/3-hour algorithms for rapid triage of acute myocardial infarction: an international …

CH Chiang, CH Chiang, JW Pickering… - Annals of internal …, 2022 - acpjournals.org
… We pooled diagnostic accuracy estimates by using the bivariate random-effects regression
model to evaluate performance of the algorithms across different cohorts (28). Diagnostic …

Detecting and interpreting myocardial infarction using fully convolutional neural networks

N Strodthoff, C Strodthoff - Physiological measurement, 2019 - iopscience.iop.org
… reaches the performance level of human cardiologists for detection of myocardial infarction.
… In figure 1 we show the confusion matrix for the model that is trained and evaluated on the …

[HTML][HTML] Selvester score and myocardial performance index in acute anterior myocardial infarction

M Kaplangoray, C Aydın, K Toprak… - Revista da Associação …, 2023 - SciELO Brasil
myocardial damage in ST-elevation myocardial infarction. ST-elevation myocardial infarction
… The Selvester 32-point QRS score for evaluation of myocardial infarct size after primary …

Early detection of myocardial infarction in low-quality echocardiography

A Degerli, M Zabihi, S Kiranyaz, T Hamid… - IEEE …, 2021 - ieeexplore.ieee.org
… The performance evaluation of the proposed approach is carried out for both LV wall
segmentation and MI detec… The standard performance evaluation metrics are defined as follows: …

Performance of guideline recommendations for prevention of myocardial infarction in young adults

M Zeitouni, MG Nanna, JL Sun, K Chiswell… - Journal of the American …, 2020 - jacc.org
… To evaluate the performance of the 2013 and 2018 guidelines, we excluded 252 patients
(3.8%) because of missing data for systolic blood pressure. To allow for inferences of results to …

… Rural and Urban Area for Management of Patients With ST-Segment Elevation Myocardial Infarction―Insights From the Nationwide Japan Acute Myocardial Infarction …

K Fukui, J Takahashi, K Hao, S Honda… - Circulation …, 2023 - jstage.jst.go.jp
… segment elevation myocardial infarction (… performance gap between rural and urban hospitals.
In Japan, a small island nation with a high-density population, acute myocardial infarction

Performance of novel high-sensitivity cardiac troponin I assays for 0/1-hour and 0/2-to 3-hour evaluations for acute myocardial infarction: results from the HIGH-US …

RM Nowak, RH Christenson, G Jacobsen… - Annals of emergency …, 2020 - Elsevier
… The goal of the present study was to evaluate the performance of new high-sensitivity
cardiac troponin I (hs-cTnI) assays from Siemens Healthineers on the Atellica Immunoassay …

Deep learning for detecting and locating myocardial infarction by electrocardiogram: A literature review

P Xiong, SMY Lee, G Chan - Frontiers in cardiovascular medicine, 2022 - frontiersin.org
performance evaluation is the main step in ML-based diagnosis. There are plenty of
measurements for the performance of … There is still a lack of consistency in the performance