As a proof of concept, a recurrent neural network (RNN) model was developed using electronic medical record (EMR) data capable of continuously assessing a child's risk of mortality throughout an ICU stay as a proxy measure of illness severity.

This webcast will be a comparative analysis of conventional heparin-versus bivalirudin-based systemic anticoagulation in adult and pediatric patients supported on extracorporeal membrane oxygenation (ECMO).

The increasing use of electronic health records (EHRs) has inspired the need for a more dynamic checklist. Geva et al conducted a before-after quality improvement study by replacing a static checklist with an updated dynamic checklist.

When should clinicians intubate preterm infants? The answer is not always straightforward, according to podcast guest Deepak Jain, MD, FAAP. He and host Pamela M. Peeke, MD, MPH, FACP, FACSM, discuss strategies that optimize noninvasive ventilation and when such strategies are appropriate.

Healthcare workload has emerged as an important metric associated with poor outcomes. To measure workload, studies have used bed occupancy as a surrogate. However, few studies have examined frontline clinician workload and outcomes.

In the ICU, medical staff do all they can to assist patients and get them back to health as quickly as possible. In the process of saving lives, bedside manner and communication may suffer. Host Elizabeth H. Mack, MD, MS, FCCM, is joined by Lauren Rissman, MD, to discuss the eye-opening experience Dr. Rissman had when she was admitted to the ICU from the labor and delivery unit and the importance of having a patient advocate.

Since the publication of the Surviving Sepsis Campaign guidelines, the focus has been on sepsis management, early identification, and treatment. (Evans L, et al. Crit Care Med. 2021;49:e1063-e1143). As more patients are surviving sepsis, they may be left with short- and long-term problems that need to be addressed. Host Ludwig H. Lin, MD, is joined by Christa A. Schorr, DNP, MSN, RN, FCCM, to discuss the implementation of initiatives for preventing impairments due to sepsis. They will also discuss the challenges faced by survivors of sepsis and the difficulties of matching care to the patient's and family's goals of care.

In this podcast, host Kyle B. Enfield, MD, FSHEA, FCCM, is joined by Samuel K. McGowan, MD, to discuss a systematic review that found significant differences in care and outcomes, including mortality rates, among intensive care unit (ICU) patients of different races (McGowan S, et al. Crit Care Med. 2022 Jan;50:1-20). Dr. McGowan is a first-year fellow in pulmonary and critical care at University of California in San Francisco, California, USA. This podcast is sponsored by Sound Physicians.

The PANDEM guidelines evaluate current practices and provide recommendations for management of pain, agitation, iatrogenic withdrawal, neuromuscular blockade, delirium, ICU environment, and early mobility in critically ill infants and children. Host Margaret M. Parker, MD, MCCM, is joined by Heidi A. B. Smith, MD, MSCI, FAAP, to discuss the guidelines.

This podcast will describe the principle of albumin dialysis of the molecular adsorbent recirculating system (MARS). Host Pamela M. Peeke, MD, MPH, FACP, FACSM, is joined by Ram M. Subramanian, MD, MBA, FCCM, to discuss the logistics of starting a MARS program to outline indications for MARS. Dr. Subramanian is a hepatologist at Emory University in Atlanta, Georgia. This podcast is sponsored by Baxter.