Peter Szolovits

160 papers A* 14A 1B 1C 1Misc 19Journal 88Unranked 35

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Reflections from Research Roundtables at the Conference on Health, Inference, and Learning (CHIL) 2025. CoRR Emily Alsentzer, Marie-Laure Charpignon, Bill Chen, Niharika D'Souza, Jason A. Fries, Yixing Jiang, Aparajita Kashyap, Chanwoo Kim, Simon A. Lee, Aishwarya Mandyam, Ashery Christopher Mbilinyi, Nikita Mehandru, Nitish Nagesh, Brighton Nuwagira, Emma Pierson, Arvind Pillai, Akane Sano, Tanveer F. Syeda-Mahmood, Shashank Yadav, Elias Adhanom, Muhammad Umar Afza, Amelia Archer, Suhana Bedi, Vasiliki Bikia, Trenton Chang, George H. Chen, Winston Chen, Erica Chiang, Edward Choi, Octavia Ciora, Paz Dozie-Nnamah, Shaza Elsharief, Matthew Engelhard, Ali Eshragh, Jean Feng, Josh Fessel, Scott L. Fleming, Kei Sen Fong, Thomas Frost, Soham Gadgil, Judy Gichoya, Leeor Hershkovich, Sujeong Im, Bhavya Jain, Vincent Jeanselme, Furong Jia, Qixuan Jin, Yuxuan Jin, Daniel Kapash, Geetika Kapoor, Behdokht Kiafar, Matthias Kleiner, Stefan Kraft, Annika Kumar, Daeun Kyung, Zhongyuan Liang, Joanna Lin, Qianchu Liu, Chang Liu, Hongzhou Luan, Chris Lunt, Leopoldo Julian Lechuga López, Matthew B. A. McDermott, Shahriar Noroozizadeh, Connor O'Brien, YongKyung Oh, Mixail Ota, Stephen Pfohl, Meagan Pi, Tanmoy Sarkar Pias, Emma Rocheteau, Avishaan Sethi, Toru Shirakawa, Anita Silver, Neha Simha, Kamile Stankeviciute, Max Sunog, Peter Szolovits, Shengpu Tang, Jialu Tang, Aaron Tierney, John Valdovinos, Byron Wallace, Will Ke Wang, Peter Washington, Jeremy C. Weiss, Daniel Wolfe, Emily Wong, Hye Sun Yun, Xiaoman Zhang, Xiao Yu Cindy Zhang, Hayoung Jeong, Kaveri A. Thakoor
2024	J	`jnl`	Using machine learning to develop smart reflex testing protocols. J. Am. Medical Informatics Assoc. Matthew McDermott, Anand Dighe, Peter Szolovits, Yuan Luo, Jason Baron
2023	J	`jnl`	An open natural language processing (NLP) framework for EHR-based clinical research: a case demonstration using the National COVID Cohort Collaborative (N3C). J. Am. Medical Informatics Assoc. Sijia Liu, Andrew Wen, Liwei Wang, Huan He, Sunyang Fu, Robert T. Miller, Andrew E. Williams, Daniel R. Harris, Ramakanth Kavuluru, Mei Liu, Noor Abu-El-Rub, Dalton Schutte, Rui Zhang, Masoud Rouhizadeh, John D. Osborne, Yongqun He, Umit Topaloglu, Stephanie S. Hong, Joel H. Saltz, Thomas Schaffter, Emily R. Pfaff, Christopher G. Chute, Tim Duong, Melissa A. Haendel, Rafael Fuentes, Peter Szolovits, Hua Xu, Hongfang Liu
2023	—	`conf`	Do We Still Need Clinical Language Models? CHIL Eric Lehman, Evan Hernandez, Diwakar Mahajan, Jonas Wulff, Micah J. Smith, Zachary Ziegler, Daniel Nadler, Peter Szolovits, Alistair E. W. Johnson, Emily Alsentzer
2023	J	`jnl`	Do We Still Need Clinical Language Models? CoRR Eric Lehman, Evan Hernandez, Diwakar Mahajan, Jonas Wulff, Micah J. Smith, Zachary Ziegler, Daniel Nadler, Peter Szolovits, Alistair E. W. Johnson, Emily Alsentzer
2023	J	`jnl`	Right, No Matter Why: AI Fact-checking and AI Authority in Health-related Inquiry Settings. CoRR Elena Sergeeva, Anastasia Sergeeva, Huiyun Tang, Kerstin Bongard-Blanchy, Peter Szolovits
2023	J	`jnl`	Structure-inducing pre-training. Nat. Mac. Intell. Matthew B. A. McDermott, Brendan Yap, Peter Szolovits, Marinka Zitnik
2023	J	`jnl`	Using Machine Learning to Develop Smart Reflex Testing Protocols. CoRR Matthew McDermott, Anand Dighe, Peter Szolovits, Yuan Luo, Jason Baron
2022	—	`conf`	EHR Safari: Data is Contextual. MLHC William Boag, Mercy Oladipo, Peter Szolovits
2022	J	`jnl`	Learning to Ask Like a Physician. CoRR Eric Lehman, Vladislav Lialin, Katelyn Y. Legaspi, Anne Janelle R. Sy, Patricia Therese S. Pile, Nicole Rose I. Alberto, Richard Raymund R. Ragasa, Corinna Victoria M. Puyat, Isabelle Rose I. Alberto, Pia Gabrielle I. Alfonso, Marianne Taliño, Dana Moukheiber, Byron C. Wallace, Anna Rumshisky, Jennifer J. Liang, Preethi Raghavan, Leo Anthony Celi, Peter Szolovits
2022	—	`conf`	Towards Generalizable Methods for Automating Risk Score Calculation. BioNLP@ACL Jennifer J. Liang, Eric Lehman, Ananya Iyengar, Diwakar Mahajan, Preethi Raghavan, Cindy Y. Chang, Peter Szolovits
2021	—	`conf`	A comprehensive EHR timeseries pre-training benchmark. CHIL Matthew B. A. McDermott, Bret Nestor, Evan Kim, Wancong Zhang, Anna Goldenberg, Peter Szolovits, Marzyeh Ghassemi
2021	J	`jnl`	ATLAS: an automated association test using probabilistically linked health records with application to genetic studies. J. Am. Medical Informatics Assoc. Harrison G. Zhang, Boris P. Hejblum, Griffin M. Weber, Nathan P. Palmer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Katherine P. Liao, Isaac S. Kohane, Tianxi Cai
2021	J	`jnl`	Adversarial Contrastive Pre-training for Protein Sequences. CoRR Matthew B. A. McDermott, Brendan Yap, Tzu-Ming Harry Hsu, Di Jin, Peter Szolovits
2021	J	`jnl`	An Open Natural Language Processing Development Framework for EHR-based Clinical Research: A case demonstration using the National COVID Cohort Collaborative (N3C). CoRR Sijia Liu, Andrew Wen, Liwei Wang, Huan He, Sunyang Fu, Robert T. Miller, Andrew E. Williams, Daniel R. Harris, Ramakanth Kavuluru, Mei Liu, Noor Abu-El-Rub, Rui Zhang, John D. Osborne, Masoud Rouhizadeh, Yongqun He, Emily R. Pfaff, Christopher G. Chute, Tim Duong, Melissa A. Haendel, Rafael Fuentes, Peter Szolovits, Hua Xu, Hongfang Liu
2021	J	`jnl`	Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View. CoRR Di Jin, Elena Sergeeva, Wei-Hung Weng, Geeticka Chauhan, Peter Szolovits
2021	J	`jnl`	Rethinking Relational Encoding in Language Model: Pre-Training for General Sequences. CoRR Matthew B. A. McDermott, Brendan Yap, Peter Szolovits, Marinka Zitnik
2021	—	`conf`	emrKBQA: A Clinical Knowledge-Base Question Answering Dataset. BioNLP@NAACL-HLT Preethi Raghavan, Jennifer J. Liang, Diwakar Mahajan, Rachita Chandra, Peter Szolovits
2021	Misc	`conf`	emrKBQA: Creating a Clinical Knowledge-Base Question Answering Dataset. AMIA Rachita Chandra, Preethi Raghavan, Jennifer J. Liang, Diwakar Mahajan, Peter Szolovits
2020	J	`jnl`	A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data. CoRR Matthew B. A. McDermott, Bret Nestor, Evan Kim, Wancong Zhang, Anna Goldenberg, Peter Szolovits, Marzyeh Ghassemi
2020	J	`jnl`	Advancing PICO element detection in biomedical text via deep neural networks. Bioinform. Di Jin, Peter Szolovits
2020	—	`conf`	Advancing Seq2seq with Joint Paraphrase Learning. ClinicalNLP@EMNLP So Yeon Min, Preethi Raghavan, Peter Szolovits
2020	—	`conf`	CheXpert++: Approximating the CheXpert Labeler for Speed, Differentiability, and Probabilistic Output. MLHC Matthew B. A. McDermott, Tzu-Ming Harry Hsu, Wei-Hung Weng, Marzyeh Ghassemi, Peter Szolovits
2020	J	`jnl`	CheXpert++: Approximating the CheXpert labeler for Speed, Differentiability, and Probabilistic Output. CoRR Matthew B. A. McDermott, Tzu-Ming Harry Hsu, Wei-Hung Weng, Marzyeh Ghassemi, Peter Szolovits
2020	J	`jnl`	Deep Learning Benchmarks on L1000 Gene Expression Data. IEEE ACM Trans. Comput. Biol. Bioinform. Matthew B. A. McDermott, Jennifer Wang, Wen-Ning Zhao, Steven Sheridan, Peter Szolovits, Isaac S. Kohane, Stephen J. Haggarty, Roy H. Perlis
2020	—	`conf`	Entity-Enriched Neural Models for Clinical Question Answering. BioNLP Bhanu Pratap Singh Rawat, Wei-Hung Weng, So Yeon Min, Preethi Raghavan, Peter Szolovits
2020	J	`jnl`	Entity-Enriched Neural Models for Clinical Question Answering. CoRR Bhanu Pratap Singh Rawat, Wei-Hung Weng, Preethi Raghavan, Peter Szolovits
2020	A*	`conf`	Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation. NeurIPS Aaron Sonabend W., Junwei Lu, Leo Anthony Celi, Tianxi Cai, Peter Szolovits
2020	J	`jnl`	Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation. CoRR Aaron Sonabend W., Junwei Lu, Leo A. Celi, Tianxi Cai, Peter Szolovits
2020	A*	`conf`	Hooks in the Headline: Learning to Generate Headlines with Controlled Styles. ACL Di Jin, Zhijing Jin, Joey Tianyi Zhou, Lisa Orii, Peter Szolovits
2020	J	`jnl`	Hooks in the Headline: Learning to Generate Headlines with Controlled Styles. CoRR Di Jin, Zhijing Jin, Joey Tianyi Zhou, Lisa Orii, Peter Szolovits
2020	A*	`conf`	Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment. AAAI Di Jin, Zhijing Jin, Joey Tianyi Zhou, Peter Szolovits
2020	—	`conf`	Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment. MICCAI (2) Geeticka Chauhan, Ruizhi Liao, William M. Wells III, Jacob Andreas, Xin Wang, Seth J. Berkowitz, Steven Horng, Peter Szolovits, Polina Golland
2020	J	`jnl`	Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment. CoRR Geeticka Chauhan, Ruizhi Liao, William M. Wells III, Jacob Andreas, Xin Wang, Seth J. Berkowitz, Steven Horng, Peter Szolovits, Polina Golland
2020	—	`conf`	TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear Subspaces. AKBC So Yeon Min, Preethi Raghavan, Peter Szolovits
2020	J	`jnl`	TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear Subspaces. CoRR So Yeon Min, Preethi Raghavan, Peter Szolovits
2020	J	`jnl`	Unsupervised Domain Adaptation for Neural Machine Translation with Iterative Back Translation. CoRR Di Jin, Zhijing Jin, Joey Tianyi Zhou, Peter Szolovits
2020	J	`jnl`	What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams. CoRR Di Jin, Eileen Pan, Nassim Oufattole, Wei-Hung Weng, Hanyi Fang, Peter Szolovits
2019	—	`conf`	A Framework for Relation Extraction Across Multiple Datasets in Multiple Domains. WNLP@ACL Geeticka Chauhan, Matthew B. A. McDermott, Peter Szolovits
2019	—	`conf`	Baselines for Chest X-Ray Report Generation. ML4H@NeurIPS William Boag, Tzu-Ming Harry Hsu, Matthew B. A. McDermott, Gabriela Berner, Emily Alsentzer, Peter Szolovits
2019	—	`conf`	Clinically Accurate Chest X-Ray Report Generation. MLHC Guanxiong Liu, Tzu-Ming Harry Hsu, Matthew B. A. McDermott, Willie Boag, Wei-Hung Weng, Peter Szolovits, Marzyeh Ghassemi
2019	J	`jnl`	Clinically Accurate Chest X-Ray Report Generation. CoRR Guanxiong Liu, Tzu-Ming Harry Hsu, Matthew B. A. McDermott, Willie Boag, Wei-Hung Weng, Peter Szolovits, Marzyeh Ghassemi
2019	—	`conf`	Early Prediction of Acute Kidney Injury in Critical Care Setting Using Clinical Notes and Structured Multivariate Physiological Measurements. MedInfo Mengxin Sun, Jason Baron, Anand Dighe, Peter Szolovits, Richard G. Wunderink, Tamara Isakova, Yuan Luo
2019	J	`jnl`	High-throughput multimodal automated phenotyping (MAP) with application to PheWAS. J. Am. Medical Informatics Assoc. Katherine P. Liao, Jiehuan Sun, Tianrun A. Cai, Nicholas B. Link, Chuan Hong, Jie Huang, Jennifer E. Huffman, Jessica L. Gronsbell, Yichi Zhang, Yuk-Lam Ho, Victor M. Castro, Vivian S. Gainer, Shawn N. Murphy, Christopher J. O'Donnell, John Michael Gaziano, Kelly Cho, Peter Szolovits, Isaac S. Kohane, Sheng Yu
2019	J	`jnl`	Is BERT Really Robust? Natural Language Attack on Text Classification and Entailment. CoRR Di Jin, Zhijing Jin, Joey Tianyi Zhou, Peter Szolovits
2019	—	`conf`	Neural Token Representations and Negation and Speculation Scope Detection in Biomedical and General Domain Text. LOUHI@EMNLP Elena Sergeeva, Henghui Zhu, Amir Tahmasebi, Peter Szolovits
2019	—	`conf`	REflex: Flexible Framework for Relation Extraction in Multiple Domains. BioNLP@ACL Geeticka Chauhan, Matthew B. A. McDermott, Peter Szolovits
2019	J	`jnl`	REflex: Flexible Framework for Relation Extraction in Multiple Domains. CoRR Geeticka Chauhan, Matthew B. A. McDermott, Peter Szolovits
2019	J	`jnl`	Representation Learning for Electronic Health Records. CoRR Wei-Hung Weng, Peter Szolovits
2019	A*	`conf`	Unsupervised Clinical Language Translation. KDD Wei-Hung Weng, Yu-An Chung, Peter Szolovits
2019	J	`jnl`	Unsupervised Clinical Language Translation. CoRR Wei-Hung Weng, Yu-An Chung, Peter Szolovits
2018	J	`jnl`	3D-MICE: integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data. J. Am. Medical Informatics Assoc. Yuan Luo, Peter Szolovits, Anand Dighe, Jason Baron
2018	J	`jnl`	Advancing PICO Element Detection in Medical Text via Deep Neural Networks. CoRR Di Jin, Peter Szolovits
2018	J	`jnl`	CliNER 2.0: Accessible and Accurate Clinical Concept Extraction. CoRR Willie Boag, Elena Sergeeva, Saurabh Kulshreshtha, Peter Szolovits, Anna Rumshisky, Tristan Naumann
2018	J	`jnl`	Enabling phenotypic big data with PheNorm. J. Am. Medical Informatics Assoc. Sheng Yu, Yumeng Ma, Jessica L. Gronsbell, Tianrun A. Cai, Ashwin N. Ananthakrishnan, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Katherine P. Liao, Tianxi Cai
2018	A*	`conf`	Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific Abstracts. EMNLP Di Jin, Peter Szolovits
2018	J	`jnl`	Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific Abstracts. CoRR Di Jin, Peter Szolovits
2018	Misc	`conf`	High-Throughput Multimodal Automated Phenotyping (MAP) Incorporating Natural Language Processing with Application to PheWAS. AMIA Katherine P. Liao, Jiehuan Sun, Tianrun A. Cai, Nicholas B. Link, Chuan Hong, Jie Huang, Jennifer E. Huffman, Jessica L. Gronsbell, Lauren Costa, Victor M. Castro, Vivian S. Gainer, Shawn N. Murphy, John Michael Gaziano, Kelly Cho, Peter Szolovits, Isaac S. Kohane, Sheng Yu, Tianxi Cai
2018	—	`conf`	Implementing a Portable Clinical NLP System with a Common Data Model - a Lisp Perspective. BIBM Yuan Luo, Peter Szolovits
2018	J	`jnl`	Implementing a Portable Clinical NLP System with a Common Data Model - a Lisp Perspective. CoRR Yuan Luo, Peter Szolovits
2018	J	`jnl`	Mapping Unparalleled Clinical Professional and Consumer Languages with Embedding Alignment. CoRR Wei-Hung Weng, Peter Szolovits
2018	J	`jnl`	Modeling Mistrust in End-of-Life Care. CoRR Willie Boag, Harini Suresh, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi
2018	—	`conf`	PICO Element Detection in Medical Text via Long Short-Term Memory Neural Networks. BioNLP Di Jin, Peter Szolovits
2018	J	`jnl`	Predicting Blood Pressure Response to Fluid Bolus Therapy Using Attention-Based Neural Networks for Clinical Interpretability. CoRR Uma M. Girkar, Ryo Uchimido, Li-Wei H. Lehman, Peter Szolovits, Leo A. Celi, Wei-Hung Weng
2018	—	`conf`	Racial Disparities and Mistrust in End-of-Life Care. MLHC Willie Boag, Harini Suresh, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi
2018	J	`jnl`	Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes. J. Am. Medical Informatics Assoc. Yuan Luo, Yu Cheng, Özlem Uzuner, Peter Szolovits, Justin Starren
2018	A*	`conf`	Semi-Supervised Biomedical Translation With Cycle Wasserstein Regression GANs. AAAI Matthew B. A. McDermott, Tom Yan, Tristan Naumann, Nathan Hunt, Harini Suresh, Peter Szolovits, Marzyeh Ghassemi
2018	J	`jnl`	Towards the Creation of a Large Corpus of Synthetically-Identified Clinical Notes. CoRR Willie Boag, Tristan Naumann, Peter Szolovits
2018	B	`conf`	Transfer Learning for Named-Entity Recognition with Neural Networks. LREC Ji Young Lee, Franck Dernoncourt, Peter Szolovits
2018	J	`jnl`	Unsupervised Multimodal Representation Learning across Medical Images and Reports. CoRR Tzu-Ming Harry Hsu, Wei-Hung Weng, Willie Boag, Matthew B. A. McDermott, Peter Szolovits
2017	J	`jnl`	Bridging semantics and syntax with graph algorithms - state-of-the-art of extracting biomedical relations. Briefings Bioinform. Yuan Luo, Özlem Uzuner, Peter Szolovits
2017	J	`jnl`	Bridging semantics and syntax with graph algorithms - state-of-the-art of extracting biomedical relations. Briefings Bioinform. Yuan Luo, Özlem Uzuner, Peter Szolovits
2017	J	`jnl`	Clinical Intervention Prediction and Understanding using Deep Networks. CoRR Harini Suresh, Nathan Hunt, Alistair E. W. Johnson, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi
2017	—	`conf`	Clinical Intervention Prediction and Understanding with Deep Neural Networks. MLHC Harini Suresh, Nathan Hunt, Alistair E. W. Johnson, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi
2017	J	`jnl`	Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach. CoRR Aniruddh Raghu, Matthieu Komorowski, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi
2017	—	`conf`	Continuous State-Space Models for Optimal Sepsis Treatment: a Deep Reinforcement Learning Approach. MLHC Aniruddh Raghu, Matthieu Komorowski, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi
2017	J	`jnl`	De-identification of patient notes with recurrent neural networks. J. Am. Medical Informatics Assoc. Franck Dernoncourt, Ji Young Lee, Özlem Uzuner, Peter Szolovits
2017	J	`jnl`	Deep Reinforcement Learning for Sepsis Treatment. CoRR Aniruddh Raghu, Matthieu Komorowski, Imran Ahmed, Leo A. Celi, Peter Szolovits, Marzyeh Ghassemi
2017	Misc	`conf`	High-throughput Phenotyping via Denoised Normal Mixture Transformation. AMIA Sheng Yu, Yumeng Ma, Jessica L. Gronsbell, Katherine P. Liao, Tianrun A. Cai, Ashwin N. Ananthakrishnan, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Tianxi Cai
2017	—	`conf`	MIT at SemEval-2017 Task 10: Relation Extraction with Convolutional Neural Networks. SemEval@ACL Ji Young Lee, Franck Dernoncourt, Peter Szolovits
2017	J	`jnl`	MIT at SemEval-2017 Task 10: Relation Extraction with Convolutional Neural Networks. CoRR Ji Young Lee, Franck Dernoncourt, Peter Szolovits
2017	J	`jnl`	Medical subdomain classification of clinical notes using a machine learning-based natural language processing approach. BMC Medical Informatics Decis. Mak. Wei-Hung Weng, Kavishwar B. Wagholikar, Alexa T. McCray, Peter Szolovits, Henry C. Chueh
2017	—	`conf`	Neural Networks for Joint Sentence Classification in Medical Paper Abstracts. EACL (2) Franck Dernoncourt, Ji Young Lee, Peter Szolovits
2017	—	`conf`	NeuroNER: an easy-to-use program for named-entity recognition based on neural networks. EMNLP (System Demonstrations) Franck Dernoncourt, Ji Young Lee, Peter Szolovits
2017	J	`jnl`	NeuroNER: an easy-to-use program for named-entity recognition based on neural networks. CoRR Franck Dernoncourt, Ji Young Lee, Peter Szolovits
2017	A*	`conf`	Predicting Clinical Outcomes Across Changing Electronic Health Record Systems. KDD Jen J. Gong, Tristan Naumann, Peter Szolovits, John V. Guttag
2017	J	`jnl`	Predicting Social Anxiety Treatment Outcome Based on Therapeutic Email Conversations. IEEE J. Biomed. Health Informatics Mark Hoogendoorn, Thomas Berger, Ava Schulz, Timo Stolz, Peter Szolovits
2017	—	`conf`	Predicting intervention onset in the ICU with switching state space models. CRI Marzyeh Ghassemi, Mike Wu, Michael C. Hughes, Peter Szolovits, Finale Doshi-Velez
2017	J	`jnl`	Representation and Reinforcement Learning for Personalized Glycemic Control in Septic Patients. CoRR Wei-Hung Weng, Mingwu Gao, Ze He, Susu Yan, Peter Szolovits
2017	J	`jnl`	Surrogate-assisted feature extraction for high-throughput phenotyping. J. Am. Medical Informatics Assoc. Sheng Yu, Abhishek Chakrabortty, Katherine P. Liao, Tianrun A. Cai, Ashwin N. Ananthakrishnan, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Tianxi Cai
2017	J	`jnl`	Tensor factorization toward precision medicine. Briefings Bioinform. Yuan Luo, Fei Wang, Peter Szolovits
2017	J	`jnl`	The Use of Autoencoders for Discovering Patient Phenotypes. CoRR Harini Suresh, Peter Szolovits, Marzyeh Ghassemi
2017	J	`jnl`	Transfer Learning for Named-Entity Recognition with Neural Networks. CoRR Ji Young Lee, Franck Dernoncourt, Peter Szolovits
2017	J	`jnl`	Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database. J. Am. Medical Informatics Assoc. Mike Wu, Marzyeh Ghassemi, Mengling Feng, Leo A. Celi, Peter Szolovits, Finale Doshi-Velez
2016	J	`jnl`	De-identification of Patient Notes with Recurrent Neural Networks. CoRR Franck Dernoncourt, Ji Young Lee, Özlem Uzuner, Peter Szolovits
2016	—	`conf`	Feature-Augmented Neural Networks for Patient Note De-identification. ClinicalNLP@COLING 2016 Ji Young Lee, Franck Dernoncourt, Özlem Uzuner, Peter Szolovits
2016	J	`jnl`	Feature-Augmented Neural Networks for Patient Note De-identification. CoRR Ji Young Lee, Franck Dernoncourt, Özlem Uzuner, Peter Szolovits
2016	J	`jnl`	Neural Networks for Joint Sentence Classification in Medical Paper Abstracts. CoRR Franck Dernoncourt, Ji Young Lee, Peter Szolovits
2016	A*	`conf`	Predicting ICU Mortality Risk by Grouping Temporal Trends from a Multivariate Panel of Physiologic Measurements. AAAI Yuan Luo, Yu Xin, Rohit Joshi, Leo A. Celi, Peter Szolovits
2016	—	`conf`	Prediction using patient comparison vs. modeling: A case study for mortality prediction. EMBC Mark Hoogendoorn, Ali el Hassouni, Kwongyen Mok, Marzyeh Ghassemi, Peter Szolovits
2016	J	`jnl`	Utilizing uncoded consultation notes from electronic medical records for predictive modeling of colorectal cancer. Artif. Intell. Medicine Mark Hoogendoorn, Peter Szolovits, Leon M. G. Moons, Mattijs E. Numans
2015	A*	`conf`	A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data. AAAI Marzyeh Ghassemi, Marco A. F. Pimentel, Tristan Naumann, Thomas Brennan, David A. Clifton, Peter Szolovits, Mengling Feng
2015	—	`ch.`	Challenges in Synthesizing Surrogate PHI in Narrative EMRs. Medical Data Privacy Handbook Amber Stubbs, Özlem Uzuner, Christopher Kotfila, Ira Goldstein, Peter Szolovits
2015	Misc	`conf`	Demonstrating the Advantages of Applying Data Mining Techniques on Time-Dependent Electronic Medical Records. AMIA Uri Kartoun, Vishesh Kumar, Su-Chun Cheng, Sheng Yu, Katherine P. Liao, Elizabeth W. Karlson, Ashwin N. Ananthakrishnan, Zongqi Xia, Vivian S. Gainer, Andrew Cagan, Guergana Savova, Pei J. Chen, Shawn N. Murphy, Susanne E. Churchill, Isaac S. Kohane, Peter Szolovits, Tianxi Cai, Stanley Y. Shaw
2015	J	`jnl`	Subgraph augmented non-negative tensor factorization (SANTF) for modeling clinical narrative text. J. Am. Medical Informatics Assoc. Yuan Luo, Yu Xin, Ephraim P. Hochberg, Rohit Joshi, Özlem Uzuner, Peter Szolovits
2015	J	`jnl`	Toward high-throughput phenotyping: unbiased automated feature extraction and selection from knowledge sources. J. Am. Medical Informatics Assoc. Sheng Yu, Katherine P. Liao, Stanley Y. Shaw, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Tianxi Cai
2014	J	`jnl`	Decision support from local data: Creating adaptive order menus from past clinician behavior. J. Biomed. Informatics Jeffrey G. Klann, Peter Szolovits, Stephen M. Downs, Gunther Schadow
2014	Misc	`conf`	Quantifying Information Redundancy in Common Laboratory Tests. AMIA Yuan Luo, Jason Baron, Peter Szolovits, Anand Dighe
2014	J	`jnl`	Research and applications: Automatic lymphoma classification with sentence subgraph mining from pathology reports. J. Am. Medical Informatics Assoc. Yuan Luo, Aliyah R. Sohani, Ephraim P. Hochberg, Peter Szolovits
2014	J	`jnl`	Research and applications: Word sense disambiguation in the clinical domain: a comparison of knowledge-rich and knowledge-poor unsupervised methods. J. Am. Medical Informatics Assoc. Rachel Chasin, Anna Rumshisky, Özlem Uzuner, Peter Szolovits
2014	A*	`conf`	Unfolding physiological state: mortality modelling in intensive care units. KDD Marzyeh Ghassemi, Tristan Naumann, Finale Doshi-Velez, Nicole Brimmer, Rohit Joshi, Anna Rumshisky, Peter Szolovits
2013	J	`jnl`	Global Conditioning for Probabilistic Inference in Belief Networks CoRR Ross D. Shachter, Stig K. Andersen, Peter Szolovits
2013	—	`conf`	Multilingual Named-Entity Recognition from Parallel Corpora. CLEF (Working Notes) Andreea Bodnari, Aurélie Névéol, Özlem Uzuner, Pierre Zweigenbaum, Peter Szolovits
2012	J	`jnl`	MCORES: a system for noun phrase coreference resolution for clinical records. J. Am. Medical Informatics Assoc. Andreea Bodnari, Peter Szolovits, Özlem Uzuner
2012	Misc	`conf`	Prognostic Physiology: Modeling Patient Severity in Intensive Care Units Using Radial Domain Folding. AMIA Rohit Joshi, Peter Szolovits
2012	Misc	`conf`	Using UMLS for Word Sense Disambiguation in Clinical Notes. AMIA Anna Rumshisky, Rachel Chasin, Özlem Uzuner, Peter Szolovits
2011	J	`jnl`	Care transitions as opportunities for clinicians to use data exchange services: how often do they occur? J. Am. Medical Informatics Assoc. Robert S. Rudin, Claudia A. Salzberg, Peter Szolovits, Lynn A. Volk, Steven R. Simon, David W. Bates
2011	J	`jnl`	Marco Ramoni: an appreciation of academic achievement. J. Am. Medical Informatics Assoc. Isaac S. Kohane, Peter Szolovits
2011	J	`jnl`	Possibilities for Healthcare Computing. J. Comput. Sci. Technol. Peter Szolovits
2009	J	`jnl`	An intelligent listening framework for capturing encounter notes from a doctor-patient dialog. BMC Medical Informatics Decis. Mak. Jeffrey G. Klann, Peter Szolovits
2009	Misc	`conf`	ICU Acuity: Real-time Models versus Daily Models. AMIA Caleb W. Hug, Peter Szolovits
2009	—	`conf`	Interacting with eHealth: towards grand challenges for HCI. CHI Extended Abstracts m. c. schraefel, Paul André, Ryen White, Desney S. Tan, Tim Berners-Lee, Sunny Consolvo, Robert Jacobs, Isaac S. Kohane, Christopher A. Le Dantec, Lena Mamykina, Gary Marsden, Ben Shneiderman, Peter Szolovits, Daniel J. Weitzner
2009	J	`jnl`	The coming of age of artificial intelligence in medicine. Artif. Intell. Medicine Vimla L. Patel, Edward H. Shortliffe, Mario Stefanelli, Peter Szolovits, Michael R. Berthold, Riccardo Bellazzi, Ameen Abu-Hanna
2008	J	`jnl`	A de-identifier for medical discharge summaries. Artif. Intell. Medicine Özlem Uzuner, Tawanda C. Sibanda, Yuan Luo, Peter Szolovits
2008	J	`jnl`	Automated de-identification of free-text medical records. BMC Medical Informatics Decis. Mak. Ishna Neamatullah, Margaret M. Douglass, Li-Wei H. Lehman, Andrew T. Reisner, Mauricio Villarroel, William J. Long, Peter Szolovits, George B. Moody, Roger G. Mark, Gari D. Clifford
2008	J	`jnl`	Patient-specific learning in real time for adaptive monitoring in critical care. J. Biomed. Informatics Ying Zhang, Peter Szolovits
2007	J	`jnl`	Comment: What Is a Grid? J. Am. Medical Informatics Assoc. Peter Szolovits
2007	J	`jnl`	Viewpoint Paper: Evaluating the State-of-the-Art in Automatic De-identification. J. Am. Medical Informatics Assoc. Özlem Uzuner, Yuan Luo, Peter Szolovits
2006	—	`conf`	Integrating Data, Models, and Reasoning in Critical Care. EMBC Thomas Heldt, William J. Long, George C. Verghese, Peter Szolovits, Roger G. Mark
2006	Misc	`conf`	Syntactically-Informed Semantic Category Recognizer for Discharge Summaries. AMIA Tawanda C. Sibanda, Tian He, Peter Szolovits, Özlem Uzuner
2005	Misc	`conf`	Copy Fees and Patients' Rights to Obtain a Copy of Their Medical Records: From Law to Reality. AMIA Gianluigi Fioriglio, Peter Szolovits
2003	Misc	`conf`	Adding a Medical Lexicon to an English Parser. AMIA Peter Szolovits
2001	—	`conf`	Collaborative sanctioning: applications in restaurant recommendations based on reputation. Agents Lik Mui, Peter Szolovits, Cheewee Ang
2001	Misc	`conf`	Informatics Support for the Management of Drug Resistant Tuberculosis in Peru and Russia. AMIA Hamish Fraser, Libby Levison, Michael Nikiforov, Darius Jazayeri, Candy Day, Peter Szolovits, Jim Y. Kim
2001	Misc	`conf`	Secure Health Information Sharing System: SHARE. AMIA Min Wu, Lik Mui, Mojdeh Mohtashemi, Peter Szolovits
2001	—	`conf`	TeleMedMail: Free Software to Facilitate Telemedicine in Developing Countries. MedInfo Hamish S. F. Fraser, Darius Jazayeri, Lech Bannach, Peter Szolovits, St John D. McGrath
2001	J	`jnl`	The Personal Internetworked Notary and Guardian. Int. J. Medical Informatics Alberto Riva, Kenneth D. Mandl, Do Hoon Oh, Daniel J. Nigrin, Atul J. Butte, Peter Szolovits, Isaac S. Kohane
2000	Misc	`conf`	Appropriate Technology for Telemedicine in Developing Countries. AMIA Hamish S. F. Fraser, Darius Jazayeri, Peter Szolovits, St John D. McGrath
2000	Misc	`conf`	First Steps Towards Implementing an International Training Program in Medical Informatics: The Brazil/USA Project. AMIA Lucila Ohno-Machado, Aziz A. Boxwala, Hamish Fraser, Robert A. Greenes, Isaac S. Kohane, Heimar F. Marin, Eduardo P. Marques, Eduardo Massad, Beatriz H. Rocha, Roberto A. Rocha, Laura M. Smeaton, Peter Szolovits
1998	Misc	`conf`	Health information identification and de-identification toolkit. AMIA Isaac S. Kohane, Hongmei Dong, Peter Szolovits
1997	Misc	`conf`	A Java-based multi-institutional medical information retrieval system. AMIA Kang Wang, F. J. van Wingerde, Karen L. Bradshaw, Peter Szolovits, Isaac S. Kohane
1997	Misc	`conf`	A Visual Method for Input of Uncertain Time-Oriented Data. AMIA Manish Goyal, Peter Szolovits
1997	J	`jnl`	Application of Information Technology: A WWW Implementation of National Recommendations for Protecting Electronic Health Information. J. Am. Medical Informatics Assoc. John D. Halamka, Peter Szolovits, David M. Rind, Charles Safran
1997	Misc	`conf`	Confidentiality of Medical Records in the W3-EMRS Project. AMIA David M. Rind, Isaac S. Kohane, Peter Szolovits, Charles Safran, Henry C. Chueh, G. Octo Barnett
1996	J	`jnl`	Application of Technology: Building National Electronic Medical Record Systems via the World Wide Web. J. Am. Medical Informatics Assoc. Isaac S. Kohane, Philip Greenspun, James C. Fackler, Christopher Cimino, Peter Szolovits
1994	A	`conf`	Global Conditioning for Probabilistic Inference in Belief Networks. UAI Ross D. Shachter, Stig K. Andersen, Peter Szolovits
1994	J	`jnl`	PI-in-a-Box: A Knowledge-Based System for Space Science Experimentation. AI Mag. Richard Frainier, Nicolas Groleau, Lyman Hazelton, Silvano Colombano, Michael Compton II, Irving C. Statler, Peter Szolovits, Laurence Young
1994	J	`jnl`	Policy Forum: Against Simple Universal Health-Care Identifiers. J. Am. Medical Informatics Assoc. Peter Szolovits, Isaac S. Kohane
1993	J	`jnl`	Categorical and Probabilistic Reasoning in Medicine Revisited. Artif. Intell. Peter Szolovits, Stephen G. Pauker
1993	C	`conf`	I-in-a-Box: A Knowledge-Based System for Space Science Experimentation. IAAI Richard Frainier, Nicolas Groleau, Lyman Hazelton, Peter Szolovits, Laurence Young, Silvano Colombano, Irving C. Statler, Michael Compton II
1993	J	`jnl`	What Is a Knowledge Representation? AI Mag. Randall Davis, Howard E. Shrobe, Peter Szolovits
1989	J	`jnl`	Using causal reasoning in gait analysis. Appl. Artif. Intell. David E. Hirsch, Sheldon R. Simon, Tom Bylander, Michael A. Weintraub, Peter Szolovits
1985	—	`conf`	Knowledge-Based Systems: A Survey. On Knowledge Base Management Systems (Islamorada) Peter Szolovits
1982	A*	`conf`	Information Acquisition in Diagnosis. AAAI Ramesh S. Patil, Peter Szolovits, William B. Schwartz
1981	A*	`conf`	Brand X: LISP Suport for Semantic Networks. IJCAI Peter Szolovits, William A. Martin
1981	A*	`conf`	Causal Understanding of Patient Illness in Medical Diagnosis. IJCAI Ramesh S. Patil, Peter Szolovits, William B. Schwartz
1978	J	`jnl`	Categorical and Probabilistic Reasoning in Medical Diagnosis. Artif. Intell. Peter Szolovits, Stephen G. Pauker
1978	—	`conf`	The development of clinical expertise in the computer-The evolution of clinical decision-making programs at MIT (Abstract of presentation). AFIPS National Computer Conference Peter Szolovits
1974	A*	`conf`	The REL animated film language. SIGGRAPH Frederick B. Thompson, Richard H. Bigelow, Norton Greenfeld, J. Odden, D. Reece, Peter Szolovits
1973	—	`conf`	Specialized languages: an applications methodology. AFIPS National Computer Conference Richard H. Bigelow, Norton R. Greenfield, Peter Szolovits, Frederick B. Thompson