Age and Sex Estimation Using Artificial Intelligence From Standard 12-Lead ECGs

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[1]  H. Völzke,et al.  The association of serum testosterone levels and ventricular repolarization , 2009, European Journal of Epidemiology.

[2]  L. Saxon,et al.  Wireless Smartphone ECG Enables Large‐Scale Screening in Diverse Populations , 2015, Journal of cardiovascular electrophysiology.

[3]  Ronald M. Summers,et al.  Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning , 2016, IEEE Transactions on Medical Imaging.

[4]  J. Kvedar,et al.  mHealth advances clinical research, bit by bit , 2017, Nature Biotechnology.

[5]  Yixin Chen,et al.  Identifying drug (cocaine) intake events from acute physiological response in the presence of free-living physical activity , 2014, IPSN-14 Proceedings of the 13th International Symposium on Information Processing in Sensor Networks.

[6]  T. Furukawa,et al.  Sex hormonal regulation of cardiac ion channels in drug-induced QT syndromes. , 2016, Pharmacology & therapeutics.

[7]  Ana L. N. Fred,et al.  Unveiling the Biometric Potential of Finger-Based ECG Signals , 2011, Comput. Intell. Neurosci..

[8]  K. Thygesen,et al.  Very early risk stratification using combined ECG and biochemical assessment in patients with unstable coronary artery disease (A thrombin inhibition in myocardial ischemia [TRIM] substudy). The TRIM Study Group. , 1998, Circulation.

[9]  Alan H. Feiveson,et al.  Predicting “Heart Age” Using Electrocardiography , 2014, Journal of personalized medicine.

[10]  Sergey Ioffe,et al.  Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift , 2015, ICML.

[11]  Jaime S. Cardoso,et al.  Towards a Continuous Biometric System Based on ECG Signals Acquired on the Steering Wheel , 2017, Sensors.

[12]  Rickey E. Carter,et al.  Screening for cardiac contractile dysfunction using an artificial intelligence–enabled electrocardiogram , 2019, Nature Medicine.

[13]  Jürgen Kurths,et al.  High resolution ECG, heart rate variability and nonlinear dynamics: tools for high risk stratification , 1993, Proceedings of Computers in Cardiology Conference.

[14]  E. Guallar,et al.  Sex-steroid hormones and electrocardiographic QT-interval duration: findings from the third National Health and Nutrition Examination Survey and the Multi-Ethnic Study of Atherosclerosis. , 2011, American journal of epidemiology.

[15]  Jimmy Ba,et al.  Adam: A Method for Stochastic Optimization , 2014, ICLR.

[16]  Guy Salama,et al.  Sex differences in the mechanisms underlying long QT syndrome. , 2014, American journal of physiology. Heart and circulatory physiology.

[17]  Michael J. Ackerman,et al.  Novel Bloodless Potassium Determination Using a Signal‐Processed Single‐Lead ECG , 2016, Journal of the American Heart Association.

[18]  M. Malik,et al.  QT/RR curvatures in healthy subjects: sex differences and covariates. , 2013, American journal of physiology. Heart and circulatory physiology.