Author details

Full Name

David Sontag

Affiliation

ORCID

Career Start Year

2007

Papers

H Index

Expertise

CM4AI Collaborator

PMID	Paper Title	Journal Title	Published Year
37085289	Machine learning identifies clusters of longitudinal autoantibody profiles predictive of systemic lupus erythematosus disease outcomes.	Ann Rheum Dis	2023
35130064	The Potential For Bias In Machine Learning And Opportunities For Health Insurers To Address It.	Health Affairs	2022
36396631	Single cell characterization of myeloma and its precursor conditions reveals transcriptional signatures of early tumorigenesis.	Nat Commun	2022
33594339	Pulse of the Pandemic: Iterative Topic Filtering for Clinical Information Extraction from Social Media.	ArXiv	2021
34153432	Pulse of the pandemic: Iterative topic filtering for clinical information extraction from social media.	J Biomed Inform	2021
33989016	Automated NLP Extraction of Clinical Rationale for Treatment Discontinuation in Breast Cancer.	JCO Clin Cancer Inform	2021
33934070	Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning.	J Rheumatol	2021
33077825	Predicting human health from biofluid-based metabolomics using machine learning.	Sci Rep	2020
31797583	Robustly Extracting Medical Knowledge from EHRs: A Case Study of Learning a Health Knowledge Graph.	Pac Symp Biocomput	2020
32043832	Predicting Remission Among Patients With Rheumatoid Arthritis Starting Tocilizumab Monotherapy: Model Derivation and Remission Score Development.	ACR Open Rheumatology	2020
31605488	Derivation and validation of a machine learning record linkage algorithm between emergency medical services and the emergency department.	J Am Med Inform Assoc	2020
33148625	A decision algorithm to promote outpatient antimicrobial stewardship for uncomplicated urinary tract infection.	Science Translational Medicine	2020
31605881	Improving documentation of presenting problems in the emergency department using a domain-specific ontology and machine learning-driven user interfaces.	Int J Med Inform	2019
29218867	Cell-specific prediction and application of drug-induced gene expression profiles.	Pac Symp Biocomput	2018
28887109	Early Identification of Patients With Acute Decompensated Heart Failure.	J Card Fail	2018
29666385	Recurrent Neural Networks for Multivariate Time Series with Missing Values.	Scientific Reports	2018
28384212	Creating an automated trigger for sepsis clinical decision support at emergency department triage using machine learning.	PLoS One	2017
28729710	Learning a Health Knowledge Graph from Electronic Medical Records.	Sci Rep	2017
28815104	Electronic phenotyping with APHRODITE and the Observational Health Sciences and Informatics (OHDSI) data network.	AMIA Jt Summits Transl Sci Proc	2017
27570647	Learning Low-Dimensional Representations of Medical Concepts.		2016
27107443	Electronic medical record phenotyping using the anchor and learn framework.	J Am Med Inform Assoc	2016
27706470	Comparison of Approaches for Heart Failure Case Identification From Electronic Health Record Data.	JAMA Cardiol	2016
27441408	Population-Level Prediction of Type 2 Diabetes From Claims Data and Analysis of Risk Factors.	Big Data	2015
25954366	Using Anchors to Estimate Clinical State without Labeled Data.	AMIA Annu Symp Proc	2014
17990509	Probabilistic modeling of systematic errors in two-hybrid experiments.	Pac Symp Biocomput	2007