Dynamic multi-outcome prediction after injury: Applying adaptive machine learning for precision medicine in trauma

The Kampala Trauma Score has poor diagnostic accuracy for most emergency presentations

(2017) Stevan R Bruijns et al.   INJURY-INTERNATIONAL JOURNAL OF THE CARE OF THE INJURED

Transfusion of Plasma, Platelets, and Red Blood Cells in a 1:1:1 vs a 1:1:2 Ratio and Mortality in Patients With Severe Trauma

(2015) John B. Holcomb et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Variable Importance and Prediction Methods for Longitudinal Problems with Missing Variables

(2015) Iván Díaz et al.   PLoS One

Trauma with Injury Severity Score of 75: Are These Unsurvivable Injuries?

(2015) Jin Peng et al.   PLoS One

ICU severity of illness scores

(2014) Jorge I.F. Salluh et al.   Current Opinion in Critical Care

A data-driven approach to optimized medication dosing: a focus on heparin

(2014) Mohammad M. Ghassemi et al.   INTENSIVE CARE MEDICINE

The Utility of the Kampala Trauma Score as a Triage Tool in a Sub-Saharan African Trauma Cohort

(2014) Bryce Haac et al.   WORLD JOURNAL OF SURGERY

Is the Kampala Trauma Score an Effective Predictor of Mortality in Low-Resource Settings? A Comparison of Multiple Trauma Severity Scores

(2014) Sharon R. Weeks et al.   WORLD JOURNAL OF SURGERY

Time-dependent prediction and evaluation of variable importance using superlearning in high-dimensional clinical data

(2013) Alan Hubbard et al.   Journal of Trauma and Acute Care Surgery

Predictive Modeling With Big Data: Is Bigger Really Better?

(2013) Enric Junqué de Fortuny et al.   Big Data

Multiparameter Intelligent Monitoring in Intensive Care II: A public-access intensive care unit database*

(2011) Mohammed Saeed et al.   CRITICAL CARE MEDICINE

Comparison of Effect Sizes Associated With Biomarkers Reported in Highly Cited Individual Articles and in Subsequent Meta-analyses

(2011) John P. A. Ioannidis   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Caution when using prognostic models: A prospective comparison of 3 recent prognostic models

(2011) Antonio Paulo Nassar et al.   JOURNAL OF CRITICAL CARE

VALIDATION OF POSTINJURY MULTIPLE ORGAN FAILURE SCORES

(2009) Angela Sauaia et al.   SHOCK

Protein C Depletion Early After Trauma Increases the Risk of Ventilator-Associated Pneumonia

(2009) Mitchell J. Cohen et al.   JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE

Early Prediction of Massive Transfusion in Trauma: Simple as ABC (Assessment of Blood Consumption)?

(2009) Timothy C. Nunez et al.   JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE