Artificial intelligence and machine learning for anaphylaxis algorithms.

Purpose Of Review: Anaphylaxis is a severe, potentially life-threatening allergic reaction that requires rapid identification and intervention. Current management includes early recognition, prompt administration of epinephrine, and immediate medical attention. However, challenges remain in accurate diagnosis, timely treatment, and personalized care.

Randomized intervention and outpatient follow-up lowers 30-d readmissions for patients with hepatic encephalopathy, decompensated cirrhosis.

Background: We previously reported national 30-d readmission rates of 27% in patients with decompensated cirrhosis (DC).

Aim: To study prospective interventions to reduce early readmissions in DC at our tertiary center.

Methods: Adults with DC admitted July 2019 to December 2020 were enrolled and randomized into the intervention (INT) or standard of care (SOC) arms.