Resources
Model Credentialed Access
Transformer models trained on MIMIC-III to generate synthetic patient notes
Ali Amin-Nejad, Julia Ive, Sumithra Velupillai
Machine learning models that have been trained using MIMIC-III to enable the creation of synthetic discharge summaries.
Published: May 27, 2020. Version: 1.0.0
Database Credentialed Access
Phenotype Annotations for Patient Notes in the MIMIC-III Database
Edward Moseley, Leo Anthony Celi, Joy Wu, Franck Dernoncourt
Clinical notes, annotated by at least two expert annotators for over ten patient phenotypes, including advanced cancer, substance abuse, and treatment non-adherence.
patient classification natural language processing
Published: March 5, 2020. Version: 1.20.03
Software Open Access
Logistic Regression-HSMM-based Heart Sound Segmentation
David Springer
Heart sound segmentation code, based on a duration-dependent hidden Markov model, extended with the use of logistic regression for emission probability estimation and an enhanced Viterbi algorithm.
Published: July 29, 2019. Version: 1.0