POskar / GenerativeMLForPrecisionMedicine

Master's thesis project on the topic of "Generative Machine Learning for Precision Medicine"
https://www.simula.no/education/masters-students/masters-projects/generative-machine-learning-precision-medicine/
0 stars 1 forks source link

Find starting literature #3

Closed POskar closed 7 months ago

POskar commented 8 months ago

Hyland, S. L., Faltys, M., Hüser, M., Lyu, X., Gumbsch, T., Esteban, C., Bock, C., Horn, M., Moor, M., Rieck, B., Zimmermann, M., Bodenham, D., Borgwardt, K., Rätsch, G., & Merz, T. M. (2020). Early prediction of circulatory failure in the intensive care unit using machine learning. Nature Medicine, 26(3), Article 3. https://doi.org/10.1038/s41591-020-0789-4

Johnson, A. E. W., Bulgarelli, L., Shen, L., Gayles, A., Shammout, A., Horng, S., Pollard, T. J., Hao, S., Moody, B., Gow, B., Lehman, L. H., Celi, L. A., & Mark, R. G. (2023). MIMIC-IV, a freely accessible electronic health record dataset. Scientific Data, 10(1), Article 1. https://doi.org/10.1038/s41597-022-01899-x

Johnson, A. E. W., Pollard, T. J., Shen, L., Lehman, L. H., Feng, M., Ghassemi, M., Moody, B., Szolovits, P., Anthony Celi, L., & Mark, R. G. (2016). MIMIC-III, a freely accessible critical care database. Scientific Data, 3(1), Article 1. https://doi.org/10.1038/sdata.2016.35

Pollard, T. J., Johnson, A. E. W., Raffa, J. D., Celi, L. A., Mark, R. G., & Badawi, O. (2018). The eICU Collaborative Research Database, a freely available multi-center database for critical care research. Scientific Data, 5(1), Article 1. https://doi.org/10.1038/sdata.2018.178

Thoral, P. J., Peppink, J. M., Driessen, R. H., Sijbrands, E. J. G., Kompanje, E. J. O., Kaplan, L., Bailey, H., Kesecioglu, J., Cecconi, M., Churpek, M., Clermont, G., van der Schaar, M., Ercole, A., Girbes, A. R. J., & Elbers, P. W. G. (2021). Sharing ICU Patient Data Responsibly Under the Society of Critical Care Medicine/European Society of Intensive Care Medicine Joint Data Science Collaboration: The Amsterdam University Medical Centers Database (AmsterdamUMCdb) Example*. Critical Care Medicine, 49(6), e563. https://doi.org/10.1097/CCM.0000000000004916