Systems and methods for predicting outcomes of burn patients

A computing system for determining outcomes of patients across a plurality of healthcare centers, the computing system comprising:

• one or more processors;
• and
• one or more storage devices storing instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
• receiving patient data for patients in a plurality of healthcare centers;
• de-identifying the received data;
• splitting the de-identified data into a training dataset and a testing dataset;
• scaling one or more continuous variables in the training dataset;
• removing a predetermined quantity of sigma outliers from the training dataset;
• imputing missed data in the training dataset;
• returning the training dataset for training;
• training, using the training dataset, a predictive model, wherein the predictive model was trained to predict patient outcomes based on assessing a plurality of patient data for a plurality of patients across the plurality of healthcare centers, wherein the training comprises:
• determining importance values for variables in the training dataset using feature selection modeling techniques;
• identifying a subset of the variables in the training dataset having respective values that satisfy one or more importance criteria, wherein the subset of the variables has a greater effect on output from the predictive model than other variables in the training dataset;
• and
• returning the trained predictive model for runtime use, wherein during the runtime use, the operations further comprise:
• generating, based on providing the patient data as input to the trained predictive model, predicted patient outcomes for at least one patient amongst the patients in the plurality of healthcare centers,
• determining, based at least in part on the predicted patient outcomes, at least one care recommendation,
• generating output representative of the predicted patient outcomes and the at least one care recommendation, and
• transmitting the output to a computing device for presentation in a graphical user interface (GUI) display.