Competency-Based Assessments: Leveraging Artificial Intelligence to Predict Subcompetency Content.

Purpose: Faculty feedback on trainees is critical to guiding trainee progress in a competency-based medical education framework. The authors aimed to develop and evaluate a Natural Language Processing (NLP) algorithm that automatically categorizes narrative feedback into corresponding Accreditation Council for Graduate Medical Education Milestone 2.0 subcompetencies.

An evidence-based oxytocin protocol for the third stage of labor to improve hemorrhage outcomes.

Objective: To assess the use of an evidence-based oxytocin protocol for management of the third stage of labor to decrease non-beneficial clinical variation and improve clinical outcomes.

Design: This is a cohort study of pregnant patients delivering before implementation of an evidence-based oxytocin protocol compared to patients delivering after implementation of an evidence-based oxytocin protocol.

Setting: A level III maternal care referral hospital with an average delivery volume of approximately 3000 deliveries.

A Case Report of Combined Ultrasound and Fluoroscopic-Guided Percutaneous Radiofrequency Lesioning of the Obturator and Femoral Articular Branches in the Treatment of Persistent Hip Pain in a Pediatric Patient.

Hip denervation comprising radiofrequency lesioning of the obturator and femoral articular branches is used in adults with refractory hip pain who are not surgical candidates. Persistent hip pain occurs infrequently in pediatric patients, and there are limited data on the safety and efficacy of this procedure in a pediatric population. We provide a case report of a successful ultrasound and fluoroscopic-guided hip denervation procedure in an 11-year-old girl with persistent right hip pain after septic arthritis refractory to conservative and surgical management.

The Intraoperative Effect of Methadone on Somatosensory Evoked Potentials.

Background: Evoked potentials (EP), both somatosensory evoked potentials (SSEP) and transcranial motor evoked potentials (TcMEP), are often used during complex spine surgery to monitor the integrity of spinal pathways during operations in or around the spine. Changes in these monitored EP signals (increased latency and decreased amplitude) may result from ischemia, direct surgical injury, changes in blood pressure, hypoxia, changes in CO2 tension, and anesthetic agents. Typically, a clinically significant change for SSEPs is defined as an increase in latency >10% or a decrease of amplitude >50%.

A Case Report of Post-Operative Jöd-Basedow Phenomennon Following Oral and IV Iodine Contrast Administration.

This is a case of thyrotoxicosis, due to the Jöd-Basedow phenomenon following administration of oral and IV iodinated contrast in a patient with history of gastrointestinal stromal tumor (GIST) and small bowel obstruction. The patient developed atrial fibrillation and had an extended stay in the intensive care unit. Given the aging population with possible subclinical hyperthyroidism, multinodular goiter, and the rise in contrast administration for routine diagnostic studies, this case serves to raise awareness of the risks of "routine" tests administered to our aging patient population.