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Author Details

John Guttag
Massachusetts Institute of Technology
2004
44
17
PMIDPaper TitleJournal TitlePublished Year
37064434Acoustic Voice and Speech Biomarkers of Treatment Status during Hospitalization for Acute Decompensated Heart Failure.Appl Sci (Basel)2023
35167608Augmenting existing deterioration indices with chest radiographs to predict clinical deterioration.PLoS One2022
35641101Predicting outcomes in patients with aortic stenosis using machine learning: the Aortic Stenosis Risk (ASteRisk) score.Open Heart2022
36147449Learning the Effect of Registration Hyperparameters with HyperMorph.J Mach Learn Biomed Imaging2022
33608629Do as AI say: susceptibility in deployment of clinical decision-aids.NPJ Digit Med2021
33094940Machine intelligence for early targeted precision management and response to outbreaks of respiratory infections.Am J Manag Care2020
33258459Comparing Precision Machine Learning With Consumer, Quality, and Volume Metrics for Ranking Orthopedic Surgery Hospitals: Retrospective Study.J Med Internet Res2020
30716034VoxelMorph: A Learning Framework for Deformable Medical Image Registration.IEEE Trans Med Imaging2019
34557674Learning from Few Subjects with Large Amounts of Voice Monitoring Data.Proc Mach Learn Res2019
31351389Unsupervised learning of probabilistic diffeomorphic registration for images and surfaces.Med Image Anal2019
29576042A Generalizable, Data-Driven Approach to Predict Daily Risk of Clostridium difficile Infection at Two Large Academic Health Centers.Infect Control Hosp Epidemiol2018
30571719Ambulatory assessment of phonotraumatic vocal hyperfunction using glottal airflow measures estimated from neck-surface acceleration.PLoS One2018
27708350Beatquency domain and machine learning improve prediction of cardiovascular death after acute coronary syndrome.Sci Rep2016
34950284Uncovering Voice Misuse Using Symbolic Mismatch.JMLR Workshop Conf Proc2016
25460205Incorporating temporal EHR data in predictive models for risk stratification of renal function deterioration.J Biomed Inform2015
26528472Using Ambulatory Voice Monitoring to Investigate Common Voice Disorders: Research Update.Front Bioeng Biotechnol2015
26389645Corrections to "Learning to Detect Vocal Hyperfunction From Ambulatory Neck-Surface Acceleration Features: Initial Results For Vocal Fold Nodules".IEEE Trans Biomed Eng2015
24481703A study in transfer learning: leveraging data from multiple hospitals to enhance hospital-specific predictions.J Am Med Inform Assoc2014
25734117Learning Data-Driven Patient Risk Stratification Models for Clostridium difficile.Open Forum Infect Dis2014
24963105ECG morphological variability in beat space for risk stratification after acute coronary syndrome.J Am Heart Assoc2014
24845276Learning to detect vocal hyperfunction from ambulatory neck-surface acceleration features: initial results for vocal fold nodules.IEEE Trans Biomed Eng2014
21957173Computationally generated cardiac biomarkers for risk stratification after acute coronary syndrome.Sci Transl Med2011
22255158Reconstruction of ECG signals in presence of corruption.Annu Int Conf IEEE Eng Med Biol Soc2011
22254590An algorithm for detecting seizure termination in scalp EEG.Annu Int Conf IEEE Eng Med Biol Soc2011
22254255A comparison of non-symmetric entropy-based classification trees and support vector machine for cardiovascular risk stratification.Annu Int Conf IEEE Eng Med Biol Soc2011
22255676Patient-specific ventricular beat classification without patient-specific expert knowledge: a transfer learning approach.Annu Int Conf IEEE Eng Med Biol Soc2011
22078515An algorithm for seizure onset detection using intracranial EEG.Epilepsy Behav2011
22078516A machine-learning algorithm for detecting seizure termination in scalp EEG.Epilepsy Behav2011
20730037Motif Discovery in Physiological Datasets: A Methodology for Inferring Predictive Elements.ACM Trans Knowl Discov Data2010
21347061Improving patient care by unshackling telemedicine: adaptively aggregating wireless networks to facilitate continuous collaboration.AMIA Annu Symp Proc2010
19283476Spectral energy of ECG morphologic differences to predict death.Cardiovasc Eng2009
19575506Non-invasive computerized system for automatically initiating vagus nerve stimulation following patient-specific detection of seizures or epileptiform discharges.Int J Neural Syst2009
19780225Advances in the application of technology to epilepsy: the CIMIT/NIO Epilepsy Innovation Summit.Epilepsy Behav2009
19166680Relation of death within 90 days of non-ST-elevation acute coronary syndromes to variability in electrocardiographic morphology.Am J Cardiol2009
17947629SMART--an integrated wireless system for monitoring unattended patients.J Am Med Inform Assoc2008
17405372A framework for the analysis of acoustical cardiac signals.IEEE Trans Biomed Eng2007
18694023Is redundancy in vital signs monitoring useful?AMIA Annu Symp Proc2007
18002906Impact of patient-specificity on seizure onset detection performance.Annu Int Conf IEEE Eng Med Biol Soc2007
17946356Software enhanced learning of cardiac auscultation.Conf Proc IEEE Eng Med Biol Soc2006
17946501Reducing the number of channels for an ambulatory patient-specific EEG-based epileptic seizure detector by applying recursive feature elimination.Conf Proc IEEE Eng Med Biol Soc2006
17280990Detecting seizure onset in the ambulatory setting: demonstrating feasibility.Conf Proc IEEE Eng Med Biol Soc2005
17281094Building a High-Quality Mobile Telemedicine System using Network Striping over Dissimilar Wireless Wide Area Networks.Conf Proc IEEE Eng Med Biol Soc2005
15256184Patient-specific seizure onset detection.Epilepsy Behav2004
17271701Patient-specific seizure onset detection.Conf Proc IEEE Eng Med Biol Soc2004
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Collaborators

3Vector Institute
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University of Michigan College of Engineering ann arbor
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Brigham and Women's Hospital
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Massachusetts Institute of Technology
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Arizona State University
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Escola de Administracao de Empresas - FGV, Stanford University, University of California San Diego, University of Sao Paulo, Yale School of Medicine
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Brigham and Women's Hospital
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Universidad de Concepcion
Co-authored papers 2
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Co-authored papers 2
Cornell University and Cornell Tech
Co-authored papers 2
Icahn School of Medicine at Mount Sinai
Co-authored papers 1
Massachusetts General Hospital
Co-authored papers 1
Brigham and Women's Hospital
Co-authored papers 1
Massachusetts Institute of Technology
Co-authored papers 1
Vassar College Poughkeepsie New York.
Co-authored papers 1
Icahn School of Medicine at Mount Sinai
Co-authored papers 1
The University of North Carolina at Chapel Hill
Co-authored papers 1
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University of Michigan ann arbor
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Massachusetts General Hospital
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Massachusetts General Hospital
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Massachusetts General Hospital
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Norwegian University of Science and Technology
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Massachusetts General Hospital
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Icahn School of Medicine at Mount Sinai
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Harvard Medical School and Beth Israel Deaconess Medical Center
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Hasso Plattner Institute for Digital Health at Mount Sinai
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