Leo Anthony Celi

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Applying machine learning to continuously monitored physiological data

Barret Rush, Leo Anthony Celi, David J Stone, 2018, Journal of Clinical Monitoring and Computing.

The clinical artificial intelligence department: a prerequisite for success

Leo Anthony Celi, David J Stone, Christopher V Cosgriff, 2020, BMJ Health & Care Informatics.

Behind the scenes: A medical natural language processing project

Franck Dernoncourt, Sebastian Gehrmann, Eric T. Carlson, 2017, Int. J. Medical Informatics.

Clinical Note Creation, Binning, and Artificial Intelligence

Leo Anthony Celi, David J Stone, David J. Stone, 2017, JMIR medical informatics.

Withholding or withdrawing invasive interventions may not accelerate time to death among dying ICU patients

Leo Anthony Celi, David J Stone, David J. Stone, 2018, PloS one.

A Database-driven Decision Support System: Customized Mortality Prediction

Leo Anthony Celi, Guido Davidzon, Daniel Scott, 2012, Journal of personalized medicine.

MIMIC-III, a freely accessible critical care database

Peter Szolovits, Leo Anthony Celi, Mengling Feng, 2016, Scientific Data.

Continuous State-Space Models for Optimal Sepsis Treatment: a Deep Reinforcement Learning Approach

Peter Szolovits, Marzyeh Ghassemi, Leo Anthony Celi, 2017, MLHC.

Ensuring machine learning for healthcare works for all

Marzyeh Ghassemi, Leo Anthony Celi, Liam G McCoy, 2020, BMJ Health & Care Informatics.

Introduction to Clinical Natural Language Processing with Python

Leo Anthony Celi, Joy T. Wu, Chaitanya Shivade, 2020, Leveraging Data Science for Global Health.

Ensembles of Locally Independent Prediction Models

Finale Doshi-Velez, Weiwei Pan, Leo Anthony Celi, 2020, AAAI.

Real-time prediction of COVID-19 related mortality using electronic health records pdf

Leo Anthony Celi, Arash Mehrjou, Bernhard Scholkopf, 2020, Nature Communications.

“Yes, but will it work for my patients?” Driving clinically relevant research with benchmark datasets

Leo Anthony Celi, Pearse A. Keane, Trishan Panch, 2020, npj Digital Medicine.

A Corpus for Detecting High-Context Medical Conditions in Intensive Care Patient Notes Focusing on Frequently Readmitted Patients

Franck Dernoncourt, Eric T. Carlson, Leo Anthony Celi, 2020, LREC.

Disrupting Electronic Health Records Systems: The Next Generation

Leo Anthony Celi, David J Stone, David J. Stone, 2015, JMIR medical informatics.

Correction: How Can Artificial Intelligence Make Medicine More Preemptive?

Usman Iqbal, Leo Anthony Celi, Yu-Chuan Jack Li, 2020, Journal of medical Internet research.

Mobile Care (Moca) for Remote Diagnosis and Screening.

Leo Anthony Celi, Alvin Marcelo, Gari Clifford, 2009, Journal of health informatics in developing countries.

Short-term prediction of low kidney function in ICU patients

Susana M. Vieira, Leo Anthony Celi, Cátia M. Salgado, 2017, 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE).

An embedded ethics approach for AI development

Sami Haddadin, Leo Anthony Celi, Jan Harder, 2020 .

How Can Artificial Intelligence Make Medicine More Preemptive?

Usman Iqbal, Leo Anthony Celi, Yu-Chuan Jack Li, 2020, Journal of medical Internet research.

From Pharmacovigilance to Clinical Care Optimization

Leo Anthony Celi, Padhraig Ryan, Christopher Moses, 2014, Big Data.

Predicting Hyperkalemia in the ICU and Evaluation of Generalizability and Interpretability pdf

Leo Anthony Celi, Gloria Hyunjung Kwak, Pan Hui, 2021, ArXiv.

Modeling Mistrust in End-of-Life Care pdf

Peter Szolovits, Marzyeh Ghassemi, Leo Anthony Celi, 2018, ArXiv.

Hacking Hackathons: Preparing the next generation for the multidisciplinary world of healthcare technology

Leo Anthony Celi, Yoon Jeon Kim, Nicholas Gomez, 2018, Int. J. Medical Informatics.

Acronym Identification and Disambiguation Shared Tasks for Scientific Document Understanding pdf

Franck Dernoncourt, Amir Pouran Ben Veyseh, Thien Huu Nguyen, 2020, ArXiv.

Leveraging Data Science for Global Health

Leo Anthony Celi, Melek Somai, Patricia Ordóñez, 2020 .

Critical Care, Critical Data

Leo Anthony Celi, David J Stone, David J. Stone, 2019, Biomedical engineering and computational biology.

Clinical Intervention Prediction and Understanding using Deep Networks pdf

Peter Szolovits, Marzyeh Ghassemi, Leo Anthony Celi, 2017, ArXiv.

Withholding aggressive treatments may not accelerate time to death among dying ICU patients pdf

Daniele Ramazzotti, Leo Anthony Celi, David J. Stone, 2018, ArXiv.

Assessing team effectiveness and affective learning in a datathon

Leo Anthony Celi, Rodrigo Deliberato, Lucas Bulgarelli, 2018, Int. J. Medical Informatics.

Regional Tree Regularization for Interpretability in Deep Neural Networks

Mike Wu, Finale Doshi-Velez, Volker Roth, 2020, AAAI.

Datathons and Software to Promote Reproducible Research

Leo Anthony Celi, Tristan Naumann, Robert Montgomery, 2016, Journal of medical Internet research.

Scalable Predictive Analysis in Critically Ill Patients Using a Visual Open Data Analysis Platform

Martin Schmitz, Tudor Groza, Leo Anthony Celi, 2016, PloS one.

Metadata Correction: Making Big Data Useful for Health Care: A Summary of the Inaugural MIT Critical Data Conference

Marzyeh Ghassemi, Leo Anthony Celi, David J Stone, 2015, JMIR medical informatics.

Development of an mHealth Open Source Platform for Diabetic Foot Ulcers Tele-consultations

Kyriaki Theodorou, Leo Anthony Celi, Pantelis Angelidis, 2011, MobiHealth.

AI Ethics Is Not a Panacea

Leo Anthony Celi, Amelia Fiske, Stuart McLennan, 2020, The American journal of bioethics : AJOB.

The challenge of medical artificial intelligence

Leo Anthony Celi, 2019 .

Racial Disparities and Mistrust in End-of-Life Care

Peter Szolovits, Marzyeh Ghassemi, Leo Anthony Celi, 2018, MLHC.

Evaluating Reinforcement Learning Algorithms in Observational Health Settings pdf

Srivatsan Srinivasan, Finale Doshi-Velez, Li-Wei H. Lehman, 2018, ArXiv.

Enabling Machine Learning in Critical Care.

Leo Anthony Celi, Tom J Pollard, L. Celi, 2017, ICU management & practice.

Interpretable Machine Learning Model for Early Prediction of Mortality in Elderly Patients with Multiple Organ Dysfunction Syndrome (MODS): a Multicenter Retrospective Study and Cross Validation pdf

Roger G. Mark, Po-Chih Kuo, Leo Anthony Celi, 2020, ArXiv.

Reinforcement Learning for Clinical Decision Support in Critical Care: Comprehensive Review

Xingzhi Sun, Leo Anthony Celi, Mengling Feng, 2020, Journal of medical Internet research.

Comparing Rule-Based and Deep Learning Models for Patient Phenotyping pdf

Franck Dernoncourt, Sebastian Gehrmann, Eric T. Carlson, 2017, ArXiv.

The “inconvenient truth” about AI in healthcare

Leo Anthony Celi, Trishan Panch, Heather Mattie, 2019, npj Digital Medicine.

A hackathon promoting Taiwanese health-IoT innovation

Yu-Chuan Li, Syed Abdul Shabbir, Min-Huei Hsu, 2018, Comput. Methods Programs Biomed..

Identifying Decision Points for Safe and Interpretable Reinforcement Learning in Hypotension Treatment pdf

Finale Doshi-Velez, Leo Anthony Celi, Brian Chu, 2021, ArXiv.

Bridging the Health Data Divide

Leo Anthony Celi, David J Stone, Matthieu Komorowski, 2016, Journal of medical Internet research.

Clinical Intervention Prediction and Understanding with Deep Neural Networks

Peter Szolovits, Marzyeh Ghassemi, Leo Anthony Celi, 2017, MLHC.

Data sharing in the era of COVID-19

Leo Anthony Celi, Christopher V Cosgriff, Daniel K Ebner, 2020, The Lancet Digital Health.

Crowdsourcing Knowledge Discovery and Innovations in Medicine

Leo Anthony Celi, David J Stone, Andrea Ippolito, 2014, Journal of medical Internet research.

Abstract 448: Predicting Blood Pressure Response to Fluid Bolus Therapy Using Neural Networks with Clinical Interpretability

Peter Szolovits, Wei-Hung Weng, Leo Anthony Celi, 2019, Circulation Research.

Developing well-calibrated illness severity scores for decision support in the critically ill

Leo Anthony Celi, Omar Badawi, David J. Stone, 2019, npj Digital Medicine.

Metadata Correction: Making Big Data Useful for Health Care: A Summary of the Inaugural MIT Critical Data Conference

Marzyeh Ghassemi, Leo Anthony Celi, David J Stone, 2015, JMIR medical informatics.

Beyond Open Big Data: Addressing Unreliable Research

Leo Anthony Celi, David J Stone, Edward T Moseley, 2014, Journal of medical Internet research.

Identification of Subgroups With Similar Benefits in Off-Policy Policy Evaluation

Finale Doshi-Velez, Emma Brunskill, Leo Anthony Celi, 2021, CHIL.

Real-time prediction of COVID-19 related mortality using electronic health records

Leo Anthony Celi, Arash Mehrjou, Bernhard Scholkopf, 2020, Nature Communications.

Developing and Validating Multi-Modal Models for Mortality Prediction in COVID-19 Patients: a Multi-center Retrospective Study pdf

Leo Anthony Celi, Joy Tzung-yu Wu, Joy T. Wu, 2021, Journal of Digital Imaging.

AI recognition of patient race in medical imaging: a modelling study pdf

Saptarshi Purkayastha, Marzyeh Ghassemi, Leo Anthony Celi, 2021, The Lancet. Digital health.

Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study

Venet Osmani, Leo Anthony Celi, David J. Stone, 2021, Journal of Clinical Monitoring and Computing.

COVID-19: Putting the General Data Protection Regulation to the Test

Leo Anthony Celi, Alena Buyx, Stuart McLennan, 2020, JMIR Public Health and Surveillance.

A “datathon” model to support cross-disciplinary collaboration

Leo Anthony Celi, Mengling Feng, Tristan Naumann, 2016, Science Translational Medicine.

The challenge of local consent requirements for global critical care databases

Leo Anthony Celi, Stuart McLennan, L. Celi, 2018, Intensive Care Medicine.

Preparing a New Generation of Clinicians for the Era of Big Data.

Leo Anthony Celi, David J Stone, Ari Moskowitz, 2015, Harvard medical student review.

Improved Survival of Cancer Patients Admitted to the Intensive Care Unit between 2002 and 2011 at a U.S. Teaching Hospital

Daniele Ramazzotti, Leo Anthony Celi, L. Celi, 2018, Cancer research and treatment : official journal of Korean Cancer Association.

Vasopressin Administration Is Associated With Rising Serum Lactate Levels in Patients With Sepsis

Kristen A. Severson, Leo Anthony Celi, William J. Gordon, 2018, Journal of intensive care medicine.

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

Gil Alterovitz, Peter Szolovits, Leo Anthony Celi, 2008, Critical care.

Peripheral Edema, Central Venous Pressure, and Risk of AKI in Critical Illness.

Leo Anthony Celi, Mengling Feng, Roger G Mark, 2016, Clinical journal of the American Society of Nephrology : CJASN.

Leveraging a critical care database: selective serotonin reuptake inhibitor use prior to ICU admission is associated with increased hospital mortality.

Marzyeh Ghassemi, Leo Anthony Celi, David J Stone, 2014, Chest.

The effect of age and clinical circumstances on the outcome of red blood cell transfusion in critically ill patients

Leo Anthony Celi, Mengling Feng, Federico Cismondi, 2014, Critical Care.

From Big Data to Artificial Intelligence: Harnessing Data Routinely Collected in the Process of Care.

Barret Rush, Leo Anthony Celi, David J Stone, 2018, Critical care medicine.

An awakening in medicine: the partnership of humanity and intelligent machines.

Leo Anthony Celi, David J Stone, L. Celi, 2019, The Lancet. Digital health.

Transthoracic echocardiography and mortality in sepsis: analysis of the MIMIC-III database

Leo Anthony Celi, Mengling Feng, David J. Stone, 2018, Intensive Care Medicine.

The association between sodium fluctuations and mortality in surgical patients requiring intensive care☆,☆☆

Leo Anthony Celi, Justin D. Salciccioli, Dominic C. Marshall, 2016, Journal of critical care.

Predicting Intensive Care Unit admission among patients presenting to the emergency department using machine learning and natural language processing

Leo Anthony Celi, Steven Horng, Alistair E. W. Johnson, 2020, PloS one.

Will Artificial Intelligence Contribute to Overuse in Healthcare?

Leo Anthony Celi, Matthieu Komorowski, L. Celi, 2017, Critical care medicine.

The reproducibility crisis in the age of digital medicine

Leo Anthony Celi, David Singerman, L. Celi, 2019, npj Digital Medicine.

Increased incidence of diuretic use in critically ill obese patients.

Leo Anthony Celi, Mengling Feng, Roger G Mark, 2015, Journal of critical care.

Urban Intelligence for Pandemic Response: Viewpoint

Leo Anthony Celi, Wesley Yeung, L. Celi, 2020, JMIR Public Health and Surveillance.

First Brazilian datathon in critical care

Leo Anthony Celi, Lucas Bulgarelli, Guillaume Kugener, 2018, Revista Brasileira de terapia intensiva.

Tackling Regional Public Health Issues Using Mobile Health Technology: Event Report of an mHealth Hackathon in Thailand

Chitsutha Soomlek, Leo Anthony Celi, Pattarawit Polpinit, 2017, JMIR mHealth and uHealth.

The hackathon model to spur innovation around global mHealth

Leo Anthony Celi, Pantelis Angelidis, Julieta Noguez, 2016, Journal of medical engineering & technology.

Assessment of Intensive Care Unit Laboratory Values That Differ From Reference Ranges and Association With Patient Mortality and Length of Stay

Zenglin Xu, Leo Anthony Celi, Mengling Feng, 2018, JAMA network open.

Promoting Secondary Analysis of Electronic Medical Records in China: Summary of the PLAGH-MIT Critical Data Conference and Health Datathon

Wanguo Xue, Leo Anthony Celi, Desen Cao, 2017, JMIR medical informatics.

Boosting Clinical Decision-making: Machine Learning for Intensive Care Unit Discharge.

Leo Anthony Celi, L. Celi, C. Sauer, 2018, Annals of the American Thoracic Society.

Dynamic Clinical Data Mining: Search Engine-Based Decision Support

Leo Anthony Celi, David J Stone, David J. Stone, 2014, JMIR medical informatics.

Big data in global health: improving health in low- and middle-income countries

Leo Anthony Celi, L. Celi, S. Vaillancourt, 2015, Bulletin of the World Health Organization.

An Evaluation of the Influence of Body Mass Index on Severity Scoring*

Leo Anthony Celi, David J Stone, Matthieu Komorowski, 2019, Critical care medicine.

Challenges and Opportunities in Secondary Analyses of Electronic Health Record Data

Leo Anthony Celi, L. Celi, Sunil S Nair, 2016 .

Management of Atrial Fibrillation with Rapid Ventricular Response in the Intensive Care Unit: A Secondary Analysis of Electronic Health Record Data

Leo Anthony Celi, Abdullah Chahin, Ari Moskowitz, 2017, Shock.