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Author Details
Full Name
John Guttag
Affiliation
Massachusetts Institute of Technology
ORCID
Career Start Year
2004
Papers
44
H Index
17
Expertise
CM4AI Collaborator
PMID
Paper Title
Journal Title
Published Year
37064434
Acoustic Voice and Speech Biomarkers of Treatment Status during Hospitalization for Acute Decompensated Heart Failure.
Appl Sci (Basel)
2023
35167608
Augmenting existing deterioration indices with chest radiographs to predict clinical deterioration.
PLoS One
2022
35641101
Predicting outcomes in patients with aortic stenosis using machine learning: the Aortic Stenosis Risk (ASteRisk) score.
Open Heart
2022
36147449
Learning the Effect of Registration Hyperparameters with HyperMorph.
J Mach Learn Biomed Imaging
2022
33608629
Do as AI say: susceptibility in deployment of clinical decision-aids.
NPJ Digit Med
2021
33094940
Machine intelligence for early targeted precision management and response to outbreaks of respiratory infections.
Am J Manag Care
2020
33258459
Comparing Precision Machine Learning With Consumer, Quality, and Volume Metrics for Ranking Orthopedic Surgery Hospitals: Retrospective Study.
J Med Internet Res
2020
30716034
VoxelMorph: A Learning Framework for Deformable Medical Image Registration.
IEEE Trans Med Imaging
2019
34557674
Learning from Few Subjects with Large Amounts of Voice Monitoring Data.
Proc Mach Learn Res
2019
31351389
Unsupervised learning of probabilistic diffeomorphic registration for images and surfaces.
Med Image Anal
2019
29576042
A Generalizable, Data-Driven Approach to Predict Daily Risk of Clostridium difficile Infection at Two Large Academic Health Centers.
Infect Control Hosp Epidemiol
2018
30571719
Ambulatory assessment of phonotraumatic vocal hyperfunction using glottal airflow measures estimated from neck-surface acceleration.
PLoS One
2018
27708350
Beatquency domain and machine learning improve prediction of cardiovascular death after acute coronary syndrome.
Sci Rep
2016
34950284
Uncovering Voice Misuse Using Symbolic Mismatch.
JMLR Workshop Conf Proc
2016
25460205
Incorporating temporal EHR data in predictive models for risk stratification of renal function deterioration.
J Biomed Inform
2015
26528472
Using Ambulatory Voice Monitoring to Investigate Common Voice Disorders: Research Update.
Front Bioeng Biotechnol
2015
26389645
Corrections to "Learning to Detect Vocal Hyperfunction From Ambulatory Neck-Surface Acceleration Features: Initial Results For Vocal Fold Nodules".
IEEE Trans Biomed Eng
2015
24481703
A study in transfer learning: leveraging data from multiple hospitals to enhance hospital-specific predictions.
J Am Med Inform Assoc
2014
25734117
Learning Data-Driven Patient Risk Stratification Models for Clostridium difficile.
Open Forum Infect Dis
2014
24963105
ECG morphological variability in beat space for risk stratification after acute coronary syndrome.
J Am Heart Assoc
2014
24845276
Learning to detect vocal hyperfunction from ambulatory neck-surface acceleration features: initial results for vocal fold nodules.
IEEE Trans Biomed Eng
2014
21957173
Computationally generated cardiac biomarkers for risk stratification after acute coronary syndrome.
Sci Transl Med
2011
22255158
Reconstruction of ECG signals in presence of corruption.
Annu Int Conf IEEE Eng Med Biol Soc
2011
22254590
An algorithm for detecting seizure termination in scalp EEG.
Annu Int Conf IEEE Eng Med Biol Soc
2011
22254255
A comparison of non-symmetric entropy-based classification trees and support vector machine for cardiovascular risk stratification.
Annu Int Conf IEEE Eng Med Biol Soc
2011
22255676
Patient-specific ventricular beat classification without patient-specific expert knowledge: a transfer learning approach.
Annu Int Conf IEEE Eng Med Biol Soc
2011
22078515
An algorithm for seizure onset detection using intracranial EEG.
Epilepsy Behav
2011
22078516
A machine-learning algorithm for detecting seizure termination in scalp EEG.
Epilepsy Behav
2011
20730037
Motif Discovery in Physiological Datasets: A Methodology for Inferring Predictive Elements.
ACM Trans Knowl Discov Data
2010
21347061
Improving patient care by unshackling telemedicine: adaptively aggregating wireless networks to facilitate continuous collaboration.
AMIA Annu Symp Proc
2010
19283476
Spectral energy of ECG morphologic differences to predict death.
Cardiovasc Eng
2009
19575506
Non-invasive computerized system for automatically initiating vagus nerve stimulation following patient-specific detection of seizures or epileptiform discharges.
Int J Neural Syst
2009
19780225
Advances in the application of technology to epilepsy: the CIMIT/NIO Epilepsy Innovation Summit.
Epilepsy Behav
2009
19166680
Relation of death within 90 days of non-ST-elevation acute coronary syndromes to variability in electrocardiographic morphology.
Am J Cardiol
2009
17947629
SMART--an integrated wireless system for monitoring unattended patients.
J Am Med Inform Assoc
2008
17405372
A framework for the analysis of acoustical cardiac signals.
IEEE Trans Biomed Eng
2007
18694023
Is redundancy in vital signs monitoring useful?
AMIA Annu Symp Proc
2007
18002906
Impact of patient-specificity on seizure onset detection performance.
Annu Int Conf IEEE Eng Med Biol Soc
2007
17946356
Software enhanced learning of cardiac auscultation.
Conf Proc IEEE Eng Med Biol Soc
2006
17946501
Reducing 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 Soc
2006
17280990
Detecting seizure onset in the ambulatory setting: demonstrating feasibility.
Conf Proc IEEE Eng Med Biol Soc
2005
17281094
Building a High-Quality Mobile Telemedicine System using Network Striping over Dissimilar Wireless Wide Area Networks.
Conf Proc IEEE Eng Med Biol Soc
2005
15256184
Patient-specific seizure onset detection.
Epilepsy Behav
2004
17271701
Patient-specific seizure onset detection.
Conf Proc IEEE Eng Med Biol Soc
2004
1 - 44 of 44
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