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Author Details

Mihaela van der Schaar
University of Cambridge
2006
53
22
PMIDPaper TitleJournal TitlePublished Year
35007201Conservative Policy Construction Using Variational Autoencoders for Logged Data With Missing Values.IEEE Trans Neural Netw Learn Syst2023
37347752AutoPrognosis 2.0: Democratizing diagnostic and prognostic modeling in healthcare with automated machine learning.PLOS Digit Health2023
36812602External validity of machine learning-based prognostic scores for cystic fibrosis: A retrospective study using the UK and Canadian registries.PLOS Digit Health2023
34251454Concerns about the use of digoxin in acute coronary syndromes.Eur Heart J Cardiovasc Pharmacother2022
35669619Development of a Machine Learning Algorithm for Prediction of Complications and Unplanned Readmission Following Primary Anatomic Total Shoulder Replacements.J Shoulder Elb Arthroplast2022
35589164Reduced Heart Failure and Mortality in Patients Receiving Statin Therapy Before Initial Acute Coronary Syndrome.J Am Coll Cardiol2022
35872129A Risk Calculator for the Prediction of C5 Nerve Root Palsy After Instrumented Cervical Fusion.World Neurosurg2022
35933478Developing machine learning algorithms for dynamic estimation of progression during active surveillance for prostate cancer.NPJ Digit Med2022
34392418Machine learning-driven identification of novel patient factors for prediction of major complications after posterior cervical spinal fusion.Eur Spine J2022
32449163From Real-World Patient Data to Individualized Treatment Effects Using Machine Learning: Current and Future Methods to Address Underlying Challenges.Clin Pharmacol Ther2021
33625129Sharing ICU Patient Data Responsibly Under the Society of Critical Care Medicine/European Society of Intensive Care Medicine Joint Data Science Collaboration: The Amsterdam University Medical Centers Database (AmsterdamUMCdb) Example.Crit Care Med2021
33549512Application of a novel machine learning framework for predicting non-metastatic prostate cancer-specific mortality in men using the Surveillance, Epidemiology, and End Results (SEER) database.Lancet Digit Health2021
35330785Development of a Machine Learning Algorithm for Prediction of Complications and Unplanned Readmission Following Reverse Total Shoulder Arthroplasty.J Shoulder Elb Arthroplast2021
34401416A Novel, Potentially Universal Machine Learning Algorithm to Predict Complications in Total Knee Arthroplasty.Arthroplast Today2021
34341397Comparing COVID-19 risk factors in Brazil using machine learning: the importance of socioeconomic, demographic and structural factors.Sci Rep2021
34058366Prediction of Major Complications and Readmission After Lumbar Spinal Fusion: A Machine Learning-Driven Approach.World Neurosurg2021
34233252Smoking and sex differences in first manifestation of cardiovascular disease.Atherosclerosis2021
33478891Development of a Novel, Potentially Universal Machine Learning Algorithm for Prediction of Complications After Total Hip Arthroplasty.J Arthroplasty2021
33259292Outcome-Oriented Deep Temporal Phenotyping of Disease Progression.IEEE Trans Biomed Eng2021
30951460Dynamic-DeepHit: A Deep Learning Approach for Dynamic Survival Analysis With Competing Risks Based on Longitudinal Data.IEEE Trans Biomed Eng2020
34191983Machine learning for clinical trials in the era of COVID-19.Stat Biopharm Res2020
32000972Opportunities for machine learning to transform care for people with cystic fibrosis.J Cyst Fibros2020
33234660Retrospective cohort study of admission timing and mortality following COVID-19 infection in England.BMJ Open2020
33150322Aspirin for primary prevention of ST segment elevation myocardial infarction in persons with diabetes and multiple risk factors.EClinicalMedicine2020
32803166The Value of Patient and Tumor Factors in Predicting Preoperative Breast MRI Outcomes.Radiol Imaging Cancer2020
32572526Between-centre differences for COVID-19 ICU mortality from early data in England.Intensive Care Med2020
32654558Prior Beta-Blocker Therapy for Hypertension and Sex-Based Differences in Heart Failure Among Patients With Incident Coronary Heart Disease.Hypertension2020
32622400Ethnic and regional variations in hospital mortality from COVID-19 in Brazil: a cross-sectional observational study.Lancet Glob Health2020
32981423Sex Differences in Modifiable Risk Factors and Severity of Coronary Artery Disease.J Am Heart Assoc2020
32167919Anonymization Through Data Synthesis Using Generative Adversarial Networks (ADS-GAN).IEEE J Biomed Health Inform2020
32350021Predicting the Risk of Inpatient Hypoglycemia With Machine Learning Using Electronic Health Records.Diabetes Care2020
32195587Deep Generative Models for 3D Linker Design.J Chem Inf Model2020
31331898Dynamic Prediction in Clinical Survival Analysis Using Temporal Convolutional Networks.IEEE J Biomed Health Inform2020
31153798Improving Workflow Efficiency for Mammography Using Machine Learning.J Am Coll Radiol2020
30296210Estimating Missing Data in Temporal Data Streams Using Multi-Directional Recurrent Neural Networks.IEEE Trans Biomed Eng2019
31699278Sex-Related Differences in Heart Failure After ST-Segment Elevation Myocardial Infarction.J Am Coll Cardiol2019
29994056A Hierarchical Bayesian Model for Personalized Survival Predictions.IEEE J Biomed Health Inform2019
31091238Cardiovascular disease risk prediction using automated machine learning: A prospective study of 423,604 UK Biobank participants.PLoS One2019
30764687Sex-Specific Treatment Effects After Primary Percutaneous Intervention: A Study on Coronary Blood Flow and Delay to Hospital Presentation.J Am Heart Assoc2019
28922126Functional Contour-following via Haptic Perception and Reinforcement Learning.IEEE Trans Haptics2018
30050169Prognostication and Risk Factors for Cystic Fibrosis via Automated Machine Learning.Sci Rep2018
29993936Global Bandits.IEEE Trans Neural Netw Learn Syst2018
30273487Protein Family-Specific Models Using Deep Neural Networks and Transfer Learning Improve Virtual Screening and Highlight the Need for More Data.J Chem Inf Model2018
28463183Personalized Risk Scoring for Critical Care Prognosis Using Mixtures of Gaussian Processes.IEEE Trans Biomed Eng2018
29630703Sex Differences in Outcomes After STEMI: Effect Modification by Treatment Strategy and Age.JAMA Intern Med2018
29590219Personalized survival predictions via Trees of Predictors: An application to cardiac transplantation.PLoS One2018
29048949Discovering Pediatric Asthma Phenotypes on the Basis of Response to Controller Medication Using Machine Learning.Ann Am Thorac Soc2018
27254875Discovery and Clinical Decision Support for Personalized Healthcare.IEEE J Biomed Health Inform2017
25807575Using Contextual Learning to Improve Diagnostic Accuracy: Application in Breast Cancer Screening.IEEE J Biomed Health Inform2016
26087490Active Learning in Context-Driven Stream Mining With an Application to Image Mining.IEEE Trans Image Process2015
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Collaborators

Ari Ercole
University of Cambridge
Co-authored papers 4
Vincent J Gnanapragasam
University of Cambridge
Co-authored papers 2
Eric J G Sijbrands
Erasmus MC University Medical Center Rotterdam
Co-authored papers 1
Lewis J Kaplan
The University of Pennsylvania
Co-authored papers 1
G Clermont
University of Pittsburgh
Co-authored papers 1
Erwin J O Kompanje
Erasmus MC-University Medical Center
Co-authored papers 1
Matthew M Churpek
University of Wisconsin-Madison
Co-authored papers 1
Jie Xu
Anhui University of Technology
Co-authored papers 1
Rodrigo Andres Floto
University of Cambridge
Co-authored papers 1
Linqi Zong
Stanford University
Co-authored papers 1
Christoph I Lee
University of Washington School of Medicine
Co-authored papers 1
Patrick J Thoral
Co-authored papers 1
William Hsu
American Medical Informatics Association, IEEE, Johns Hopkins University, Radiological Society of North America, University of California Los Angeles, University of California, Los Angeles
Co-authored papers 1
Ronald H Driessen
Amsterdam Institute for Infection and Immunity (AI&II), Vrije Universiteit
Co-authored papers 1
William Hsu
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Durham VA Medical Center
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Jim Davies
NIHR Oxford Biomedical Research Centre
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Jozef Kesecioglu
University Medical Center Utrecht, Utrecht University
Co-authored papers 1
Armand R J Girbes
Center for Critical Care Computational Intelligence, Vrije Universiteit
Co-authored papers 1
Mindy K Ross
University of California Los Angeles, David Geffen School of Medicine
Co-authored papers 1
Maurizio Cecconi
IRCCS, Humanitas Research Hospital
Co-authored papers 1
Fiona J Gilbert
Cambridge University
Co-authored papers 1
Martin Cadeiras
UC Davis Medical Center
Co-authored papers 1
Paul W G Elbers
Center for Critical Care Computational Intelligence, Vrije Universiteit
Co-authored papers 1
Jan M Peppink
VU University Medical Centre
Co-authored papers 1
Release 1.2