Development and Validation of a Deep Learning Model for Prediction of Adult Physiological Deterioration.

Supreeth P ShashikumarJoshua Pei LeNathan YungJames FordKarandeep SinghAtul MalhotraShamim NematiGabriel Wardi

Published in: Critical care explorations (2024)

DETERIO demonstrates promise in the viability of a state value-estimation approach for predicting adult physiologic deterioration. It may outperform EDI while offering additional clinical utility in triage and clinician interaction with prediction confidence and explanations. Additional studies are needed to assess generalizability and real-world clinical impact.

Keyphrases

deep learning
emergency department
childhood cancer
artificial intelligence
big data
machine learning
convolutional neural network
young adults