List of works - Peter Szolovits

3D-MICE: integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data.

scientific article

A Bayesian dynamic model for influenza surveillance

A Bayesian dynamic model for influenza surveillance.

scientific article

A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data

scientific article

A de-identifier for medical discharge summaries

scientific article published on 28 November 2007

A multidimensional precision medicine approach identifies an autism subtype characterized by dyslipidemia

scientific article published on 10 August 2020

A susceptible-infected model of early detection of respiratory infection outbreaks on a background of influenza

scientific article published on 23 March 2006

Adding a medical lexicon to an English Parser

scientific article

Advancing PICO Element Detection in Biomedical Text via Deep Neural Networks

scientific article published on 20 April 2020

An artificial intelligence tool to predict fluid requirement in the intensive care unit: a proof-of-concept study

scientific article published on December 2008

An intelligent listening framework for capturing encounter notes from a doctor-patient dialog

scientific article

An intelligent listening framework for capturing encounter notes from a doctor-patient dialog

An international effort towards developing standards for best practices in analysis, interpretation and reporting of clinical genome sequencing results in the CLARITY Challenge.

scientific article

Appropriate Technology for Telemedicine in Developing Countries

Artificial intelligence, machine learning and health systems

article

Association between low density lipoprotein and rheumatoid arthritis genetic factors with low density lipoprotein levels in rheumatoid arthritis and non-rheumatoid arthritis controls

scientific article published on 28 May 2013

Association between reduced plasma 25-hydroxy vitamin D and increased risk of cancer in patients with inflammatory bowel diseases

scientific article published on 23 October 2013

Associations of autoantibodies, autoimmune risk alleles, and clinical diagnoses from the electronic medical records in rheumatoid arthritis cases and non-rheumatoid arthritis controls

scientific article published on March 2013

Automated de-identification of free-text medical records

scientific article

Automatic lymphoma classification with sentence subgraph mining from pathology reports

scientific article

Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations

scientific article published on 02 May 2017

Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations

scientific article

Can AI Help Reduce Disparities in General Medical and Mental Health Care?

article

Care transitions as opportunities for clinicians to use data exchange services: how often do they occur?

scientific article

Categorical and probabilistic reasoning in medical diagnosis

Categorical and probabilistic reasoning in medicine revisited

Challenges in Synthesizing Surrogate PHI in Narrative EMRs

Computers and clinical decision making: Whether, how, and for whom?

Copy fees and patients' rights to obtain a copy of their medical records: from law to reality.

scientific article

De-identification of patient notes with recurrent neural networks

scientific article published on 30 December 2016

Decision support from local data: creating adaptive order menus from past clinician behavior

scientific article

Deep Learning Benchmarks on L1000 Gene Expression Data

scientific article published on 11 April 2019

Detection of intrusion across multiple sensors

article

Development of phenotype algorithms using electronic medical records and incorporating natural language processing

scientific article

Early Prediction of Acute Kidney Injury in Critical Care Setting Using Clinical Notes and Structured Multivariate Physiological Measurements

scientific article published on 01 August 2019

Efficient Queries of Stand-off Annotations for Natural Language Processing on Electronic Medical Records

scientific article published on 19 July 2016

Electronic medical records for discovery research in rheumatoid arthritis

scientific article

Enabling phenotypic big data with PheNorm.

scientific article published on 3 November 2017

Evaluating the state-of-the-art in automatic de-identification

scientific article

Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation ⬇️

scholarly article by Aaron Sonabend et al published November 2020 in Advances in Neural Information Processing Systems 33

First Steps Towards Implementing an International Training Program in Medical Informatics: The Brazil/USA Project

Genetic Misdiagnoses and the Potential for Health Disparities

scientific article

Genetic basis of autoantibody positive and negative rheumatoid arthritis risk in a multi-ethnic cohort derived from electronic health records

scientific article

Hard for humans, hard for machines: predicting readmission after psychiatric hospitalization using narrative notes

scientific article published on 11 January 2021

High-throughput multimodal automated phenotyping (MAP) with application to PheWAS

scientific article published on 01 November 2019

High-throughput phenotyping with electronic medical record data using a common semi-supervised approach (PheCAP)

scientific article published on 20 November 2019

Higher plasma vitamin D is associated with reduced risk of Clostridium difficile infection in patients with inflammatory bowel diseases

scientific article

ICU acuity: real-time models versus daily models

scientific article

Implementing a Portable Clinical NLP System with a Common Data Model - a Lisp Perspective

scientific article published on 01 December 2018

Implementing electronic medical record systems in developing countries.

scientific article published on January 2005

Improving case definition of Crohn's disease and ulcerative colitis in electronic medical records using natural language processing: a novel informatics approach

scientific article published on June 2013

Improving the power of genetic association tests with imperfect phenotype derived from electronic medical records

scientific article

Informatics Support for the Management of Drug Resistant Tuberculosis in Peru and Russia.

scientific article published in January 2001

Integrating data, models, and reasoning in critical care.

scientific article

Interacting with eHealth: towards grand challenges for HCI. ⬇️

extended abstract presented at conference

Learning a Comorbidity-Driven Taxonomy of Pediatric Pulmonary Hypertension.

scientific article published on 13 June 2017

MCORES: a system for noun phrase coreference resolution for clinical records

scientific article

MIMIC-III, a freely accessible critical care database

scientific article (publication date: 24 May 2016)

Marco Ramoni: an appreciation of academic achievement

scientific article

Medical subdomain classification of clinical notes using a machine learning-based natural language processing approach.

scientific article published in December 2017

Methods to Develop an Electronic Medical Record Phenotype Algorithm to Compare the Risk of Coronary Artery Disease across 3 Chronic Disease Cohorts

scientific article published on 24 August 2015

Modeling disease severity in multiple sclerosis using electronic health records

scientific article

Mortality and extraintestinal cancers in patients with primary sclerosing cholangitis and inflammatory bowel disease

scientific article

Normalization of plasma 25-hydroxy vitamin D is associated with reduced risk of surgery in Crohn's disease

scientific article published on August 2013

Patient-specific learning in real time for adaptive monitoring in critical care

scientific article published on 28 March 2008

Possibilities for Healthcare Computing

article

Predicting Social Anxiety Treatment Outcome Based on Therapeutic Email Conversations

scientific article published on 17 August 2016

Predicting intervention onset in the ICU with switching state space models

scientific article

Prediction using patient comparison vs. modeling: a case study for mortality prediction.

scientific article published in August 2016

Probabilistic record linkage of de-identified research datasets with discrepancies using diagnosis codes

Prognostic physiology: modeling patient severity in Intensive Care Units using radial domain folding ⬇️

scientific article published on November 3, 2012

Psychiatric co-morbidity is associated with increased risk of surgery in Crohn's disease

scientific article published on 7 January 2013

Report of an IEEE task force--an IEEE opinion on research needs for biomedical engineering systems

scientific article published in January 1986

Robust parameter extraction for decision support using multimodal intensive care data

scientific article

Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes.

scientific article published on 31 August 2017

Serum inflammatory markers and risk of colorectal cancer in patients with inflammatory bowel diseases

scientific article

Similar risk of depression and anxiety following surgery or hospitalization for Crohn's disease and ulcerative colitis

scientific article published on 22 January 2013

Simulation Suggests that medical group mergers won't undermine the potential utility of health information exchanges

scientific article (publication date: March 2012)

Subgraph augmented non-negative tensor factorization (SANTF) for modeling clinical narrative text

scientific article published on 09 April 2015

Surrogate-assisted feature extraction for high-throughput phenotyping

scientific article

Syntactically-informed semantic category recognition in discharge summaries

scientific article published on January 2006

Tensor factorization toward precision medicine

scientific article

Text mining in cancer gene and pathway prioritization

scientific article

The coming of age of artificial intelligence in medicine

scientific article published on 13 September 2008

The personal internetworked notary and guardian.

scientific article published on June 2001

Three-Dimensional Neural Network to Automatically Assess Liver Tumor Burden Change on Consecutive Liver MRIs

scientific article published on 25 July 2020

Thromboprophylaxis is associated with reduced post-hospitalization venous thromboembolic events in patients with inflammatory bowel diseases

scientific article

Toward high-throughput phenotyping: unbiased automated feature extraction and selection from knowledge sources

scientific article

USING CAUSAL REASONING IN GAIT ANALYSIS

Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database.

scientific article published on 5 October 2016

Unfolding Physiological State: Mortality Modelling in Intensive Care Units

scientific article

Use of machine-learning algorithms to determine features of systolic blood pressure variability that predict poor outcomes in hypertensive patients

scientific article published on 03 July 2018

Using Machine Learning to Predict Laboratory Test Results

scientific article published on 21 June 2016

Utilizing uncoded consultation notes from electronic medical records for predictive modeling of colorectal cancer

scientific article published on 31 March 2016

What is a grid?

scientific article published on 28 February 2007

What's in a Note? Unpacking Predictive Value in Clinical Note Representations.

scientific article published on 18 May 2018

Word sense disambiguation in the clinical domain: a comparison of knowledge-rich and knowledge-poor unsupervised methods

scientific article

List of works by Peter Szolovits

3D-MICE: integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data.

A Bayesian dynamic model for influenza surveillance

A Bayesian dynamic model for influenza surveillance.

A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data

A de-identifier for medical discharge summaries

A multidimensional precision medicine approach identifies an autism subtype characterized by dyslipidemia

A susceptible-infected model of early detection of respiratory infection outbreaks on a background of influenza

Adding a medical lexicon to an English Parser

Advancing PICO Element Detection in Biomedical Text via Deep Neural Networks

An artificial intelligence tool to predict fluid requirement in the intensive care unit: a proof-of-concept study

An intelligent listening framework for capturing encounter notes from a doctor-patient dialog

An intelligent listening framework for capturing encounter notes from a doctor-patient dialog

An international effort towards developing standards for best practices in analysis, interpretation and reporting of clinical genome sequencing results in the CLARITY Challenge.

Appropriate Technology for Telemedicine in Developing Countries

Artificial intelligence, machine learning and health systems

Association between low density lipoprotein and rheumatoid arthritis genetic factors with low density lipoprotein levels in rheumatoid arthritis and non-rheumatoid arthritis controls

Association between reduced plasma 25-hydroxy vitamin D and increased risk of cancer in patients with inflammatory bowel diseases

Associations of autoantibodies, autoimmune risk alleles, and clinical diagnoses from the electronic medical records in rheumatoid arthritis cases and non-rheumatoid arthritis controls

Automated de-identification of free-text medical records

Automatic lymphoma classification with sentence subgraph mining from pathology reports

Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations

Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations

Can AI Help Reduce Disparities in General Medical and Mental Health Care?

Care transitions as opportunities for clinicians to use data exchange services: how often do they occur?

Categorical and probabilistic reasoning in medical diagnosis

Categorical and probabilistic reasoning in medicine revisited

Challenges in Synthesizing Surrogate PHI in Narrative EMRs

Computers and clinical decision making: Whether, how, and for whom?

Copy fees and patients' rights to obtain a copy of their medical records: from law to reality.

De-identification of patient notes with recurrent neural networks

Decision support from local data: creating adaptive order menus from past clinician behavior

Deep Learning Benchmarks on L1000 Gene Expression Data

Detection of intrusion across multiple sensors

Development of phenotype algorithms using electronic medical records and incorporating natural language processing

Early Prediction of Acute Kidney Injury in Critical Care Setting Using Clinical Notes and Structured Multivariate Physiological Measurements

Efficient Queries of Stand-off Annotations for Natural Language Processing on Electronic Medical Records

Electronic medical records for discovery research in rheumatoid arthritis

Enabling phenotypic big data with PheNorm.

Evaluating the state-of-the-art in automatic de-identification

Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation ⬇️

First Steps Towards Implementing an International Training Program in Medical Informatics: The Brazil/USA Project

Genetic Misdiagnoses and the Potential for Health Disparities

Genetic basis of autoantibody positive and negative rheumatoid arthritis risk in a multi-ethnic cohort derived from electronic health records

Hard for humans, hard for machines: predicting readmission after psychiatric hospitalization using narrative notes

High-throughput multimodal automated phenotyping (MAP) with application to PheWAS

High-throughput phenotyping with electronic medical record data using a common semi-supervised approach (PheCAP)

Higher plasma vitamin D is associated with reduced risk of Clostridium difficile infection in patients with inflammatory bowel diseases

ICU acuity: real-time models versus daily models

Implementing a Portable Clinical NLP System with a Common Data Model - a Lisp Perspective

Implementing electronic medical record systems in developing countries.

Improving case definition of Crohn's disease and ulcerative colitis in electronic medical records using natural language processing: a novel informatics approach

Improving the power of genetic association tests with imperfect phenotype derived from electronic medical records

Informatics Support for the Management of Drug Resistant Tuberculosis in Peru and Russia.

Integrating data, models, and reasoning in critical care.

Interacting with eHealth: towards grand challenges for HCI. ⬇️

Learning a Comorbidity-Driven Taxonomy of Pediatric Pulmonary Hypertension.

MCORES: a system for noun phrase coreference resolution for clinical records

MIMIC-III, a freely accessible critical care database

Marco Ramoni: an appreciation of academic achievement

Medical subdomain classification of clinical notes using a machine learning-based natural language processing approach.

Methods to Develop an Electronic Medical Record Phenotype Algorithm to Compare the Risk of Coronary Artery Disease across 3 Chronic Disease Cohorts

Modeling disease severity in multiple sclerosis using electronic health records

Mortality and extraintestinal cancers in patients with primary sclerosing cholangitis and inflammatory bowel disease

Normalization of plasma 25-hydroxy vitamin D is associated with reduced risk of surgery in Crohn's disease

Patient-specific learning in real time for adaptive monitoring in critical care

Possibilities for Healthcare Computing

Predicting Social Anxiety Treatment Outcome Based on Therapeutic Email Conversations

Predicting intervention onset in the ICU with switching state space models

Prediction using patient comparison vs. modeling: a case study for mortality prediction.

Probabilistic record linkage of de-identified research datasets with discrepancies using diagnosis codes

Prognostic physiology: modeling patient severity in Intensive Care Units using radial domain folding ⬇️

Psychiatric co-morbidity is associated with increased risk of surgery in Crohn's disease

Report of an IEEE task force--an IEEE opinion on research needs for biomedical engineering systems

Robust parameter extraction for decision support using multimodal intensive care data

Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes.

Serum inflammatory markers and risk of colorectal cancer in patients with inflammatory bowel diseases

Similar risk of depression and anxiety following surgery or hospitalization for Crohn's disease and ulcerative colitis

Simulation Suggests that medical group mergers won't undermine the potential utility of health information exchanges

Subgraph augmented non-negative tensor factorization (SANTF) for modeling clinical narrative text