This Physician World Shared Practice Forum Podcast explores two multicenter studies on extubation outcomes in neonates and children following congenital cardiac surgery. These studies incorporate integration of machine learning and risk analytics for extubation decision-making, and examine extubation readiness and extubation failure outcomes. LEARNING OBJECTIVES - Understand the key factors influencing extubation outcomes following congenital cardiac surgery - Examine the use of machine learning and risk analytics in neonatal and pediatric extubation decisions - Discuss how machine learning can improve clinical decision-making and patient safety AUTHORS Daniel Hames, MD, MPH Assistant Professor of Pediatrics, Cardiac Care Unit Director of Quality and Safety University of Nebraska Medical Center Children's Nebraska Jeffrey Burns, MD, MPH Emeritus Chief Division of Critical Care Medicine Department of Anesthesiology, Critical Care and Pain Medicine Boston Children's Hospital Professor of Anesthesia Harvard Medical School DATE Initial publication date: January 27, 2026. ARTICLES REFERENCED - Hames DL, Abbas Q, Asfari A, Borasino S, Diddle JW, Gazit AZ, Lipsitz S, Marshall A, Reise K, Guerineau LR, Wolovits JS, Salvin JW. Extubation Failure in Neonates Following Congenital Cardiac Surgery: Multicenter Retrospective Cohort, 2017-2020. Pediatr Crit Care Med. 2025 May 1;26(5):e590-e599. doi: 10.1097/PCC.0000000000003703. Epub 2025 Feb 10. PMID: 39927824. - Hames DL, Abbas Q, Asfari A, et al. Clinical and Risk Analytics Associations With Extubation Failure in Children Following Congenital Cardiac Surgery: A Multicenter Retrospective Cohort Study, 2017-2020. Pediatr Crit Care Med. 2025;26(9):e1105-e1114. doi:10.1097/PCC.0000000000003793. TRANSCRIPT https://cdn.bfldr.com/D6LGWP8S/as/w7qqc97g6m9g5n5vrq5vkx6x/202601_WSP_Hames_Transcript. Please visit: http://www.openpediatrics.org OPENPediatrics™ is an interactive digital learning platform for healthcare clinicians sponsored by Boston Children’s Hospital and in collaboration with the World Federation of Pediatric Intensive and Critical Care Societies. It is designed to promote the exchange of knowledge between healthcare providers around the world caring for critically ill children in all resource settings. The content includes internationally recognized experts teaching the full range of topics on the care of critically ill children. All content is peer-reviewed and open-access thus at no expense to the user. For further information on how to enroll, please email: [email protected] CITATION Hames DL, Burns JP. Integrating Risk Analytics in Post-Cardiac Surgery Extubation Readiness. 01/2026. OPENPediatrics. Online Podcast.