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References from STREAM: A data-driven framework for physiological state monitoring in ICU patients. Local targets link to admitted publications; unresolved targets remain external evidence.
The Sequential Organ Failure Assessment (SOFA) Score: Has the time come for an update?
10.1186/s13054-022-04290-9 · 2023 · External reference
Comparison of APACHE II and APACHE IV score as predictors of mortality in patients with septic shock in intensive care unit: A prospective observational study
10.4103/joacp.joacp_380_21 · 2023 · External reference
Dynamic APACHE II score to predict the outcome of intensive care unit patients
10.3389/fmed.2021.744907 · 2022 · External reference
Implementing artificial intelligence in critical care medicine: a consensus of 22
10.1186/s13054-025-05532-2 · 2025 · External reference
State of the art of machine learning-enabled clinical decision support in intensive care units: literature review
10.2196/28781 · 2022 · External reference
SHAP and LIME: An evaluation of discriminative power in credit risk
10.3389/frai.2021.752558 · 2021 · External reference
Leveraging SHAP and LIME for enhanced explainability in AI-driven diagnostic systems
2021 · External reference
Dipole: Diagnosis prediction in healthcare via attention-based bidirectional recurrent neural networks
10.1145/3097983.3098088 · 2017 · External reference
Early-warning signals for critical transitions
10.1038/nature08227 · 2009 · External reference
Critical illness trajectory for patients, families and nurses - a literature review
10.1111/nicc.12199 · 2016 · External reference
Optimal mass transport: Signal processing and machine-learning applications
10.1109/msp.2017.2695801 · 2017 · External reference
Metabolic response to the stress of critical illness
10.1093/bja/aeu187 · 2014 · External reference
Metabolic acidosis and strong ion gap in critically ill patients with acute kidney injury
2014 · External reference
Thrombocytopenia in patients in the medical intensive care unit: bleeding prevalence, transfusion requirements, and outcome
10.1097/00003246-200208000-00015 · 2002 · External reference
Multiple organ dysfunction syndrome: a narrative review
10.1007/bf03028318 · 2001 · External reference
Unresolved reference
External reference
A hidden absorbing semi-Markov model for informatively censored temporal data: Learning and inference
2018 · External reference
Subphenotypes in acute respiratory distress syndrome: Latent class analysis of data from two randomised controlled trials
10.1016/s2213-2600(14)70097-9 · 2014 · External reference
Distinct immune profiles and clinical outcomes in sepsis subphenotypes based on temperature trajectories
10.1007/s00134-024-07669-0 · 2024 · External reference
Commonly used clinical chemistry tests as mortality predictors: Results from two large cohort studies
10.1371/journal.pone.0241558 · 2020 · External reference
Demonstrating the consequences of learning missingness patterns in early warning systems for preventative health care: A novel simulation and solution
10.1016/j.jbi.2020.103528 · 2020 · External reference
Multicenter development and validation of a risk stratification tool for ward patients
10.1164/rccm.201406-1022oc · 2014 · External reference
Detecting deteriorating patients in the hospital: Development and validation of a novel scoring system
10.1164/rccm.202007-2700oc · 2021 · External reference
Real-time machine learning model to predict short-term mortality in critically ill patients: development and international validation
10.1186/s13054-024-04866-7 · 2024 · External reference
10.1101/2025.02.24.25322816
10.1101/2025.02.24.25322816 · External reference
Explainable machine learning for predicting ICU mortality in myocardial infarction patients using pseudo-dynamic data
10.1038/s41598-025-13299-3 · 2025 · External reference
Evaluating a widely implemented proprietary deterioration index model among hospitalized patients with COVID-19
10.1513/annalsats.202006-698oc · 2021 · External reference
MIMIC-IV, a freely accessible electronic health record dataset
10.1038/s41597-022-01899-x · 2023 · External reference
The eICU Collaborative Research Database, a freely available multi-center database for critical care research
10.1038/sdata.2018.178 · 2018 · External reference
mice: Multivariate imputation by chained equations inR
2011 · External reference
10.1007/978-3-319-10247-4
10.1007/978-3-319-10247-4 · 2015 · External reference
Calculation of the Wasserstein distance between probability distributions on the line
10.1137/1118101 · 1974 · External reference
Joint distribution optimal transportation for domain adaptation
2017 · External reference
Gromov–Wasserstein distances and the metric approach to object matching
10.1007/s10208-011-9093-5 · 2011 · External reference
10.1109/icdcsw.2011.20
10.1109/icdcsw.2011.20 · External reference
Gaussian mixture models
10.1007/978-1-4899-7488-4_196 · 2015 · External reference
10.1109/ijcnn.1990.137720
10.1109/ijcnn.1990.137720 · External reference
Selective review of offline change point detection methods
10.1016/j.sigpro.2019.107299 · 2020 · External reference
Estimating the dimension of a linear-model
1981 · External reference
Model-based clustering, discriminant analysis, and density estimation
10.1198/016214502760047131 · 2002 · External reference
The Mahalanobis distance
10.1016/s0169-7439(99)00047-7 · 2000 · External reference
Explaining prediction models and individual predictions with feature contributions
10.1007/s10115-013-0679-x · 2013 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
10.1145/775047.775151
10.1145/775047.775151 · External reference
Obtaining well calibrated probabilities using bayesian binning
2015 · External reference
10.1002/9781118548387
10.1002/9781118548387 · 2013 · External reference
Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
10.2307/2531595 · 1988 · External reference
Evaluating the added predictive ability of a new marker: From area under the ROC curve to reclassification and beyond
10.1002/sim.2929 · 2008 · External reference
Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers
10.1002/sim.4085 · 2011 · External reference
Bootstrap methods: another look at the jackknife.
10.1007/978-1-4612-4380-9_41 · 1992 · External reference
Statistical and dynamical downscaling of the Seine basin climate for hydro-meteorological studies
10.1002/joc.1602 · 2007 · External reference