Machine Learning Algorithms in Controlled Donation After Circulatory Death Under Normothermic Regional Perfusion: A Graft Survival Prediction Model.

Background: Several scores have been developed to stratify the risk of graft loss in controlled donation after circulatory death (cDCD). However, their performance is unsatisfactory in the Spanish population, where most cDCD livers are recovered using normothermic regional perfusion (NRP). Consequently, we explored the role of different machine learning-based classifiers as predictive models for graft survival.

Are pectoralis minor length and posterior shoulder tightness associated with patient-reported shoulder pain and disability?

Background: Pectoralis minor (PM) shortening and posterior shoulder tightness (PST) are considered potential soft tissue alterations associated with rotator cuff related shoulder pain (RCRSP). Yet, their precise contribution to pain and disability remains unclear.

Purpose: To explore the association between both PM length and PST and self-reported shoulder pain and disability in individuals with and without RCRSP.

Reusing zebrafish facility equipment: Planning, investment and what we have learned.

The purpose of this study is to provide a detailed account of our successful experience in establishing a functional zebrafish holding facility by repurposing materials from a previous installation. On the eve of the start-up of our new animal facility we were notified that a research centre was putting part of its zebrafish holding facility (29 racks, accessories, water treatment unit) up for sale. Although the originally planned room was designed for six double racks, but encouraged by the increasing use of the zebrafish model, we decided to seize the opportunity, purchase the equipment and utilize it to create a larger configuration and an independent quarantine to protect the main facility.