implementation – Medxy AI

Ensuring Lasting Impact: Strategies for Sustainable Implementation of Surgical Trials in Gynecologic Oncology

By MedXY 10/29/2026

Surgical randomized trials in gynecologic oncology revolutionize treatment approaches, but sustainability beyond publication requires structured implementation, credentialing, and vigilant post-trial surveillance to maintain safety, equity, and outcomes.

news Otorhinolaryngology Superintelligence

Deep Learning in Otolaryngology: Promises, Performance, and Pathways to Clinical Use

By MedXY 11/19/2025

This critical synthesis of a 2020–2025 narrative review (327 DL studies) evaluates deep learning (DL) applications across diagnosis, prognosis, segmentation, and emerging intraoperative uses in otolaryngology and outlines practical steps for safe, equitable implementation.

news Pediatrics

Genomic Newborn Screening Is Feasible, Highly Acceptable and Clinically Actionable: Lessons from the BabyScreen+ Cohort

By MedXY 11/12/2025

BabyScreen+ shows clinically accredited whole‑genome sequencing from dried blood spots can be integrated into newborn screening at scale: 1.6% of 1,000 babies had high‑chance actionable findings, median return 13 days, strong parental acceptance and family cascade benefits.

news Public Health

National Scale-up of the CRADLE Vital Signs Alert in Sierra Leone Improved Detection but Did Not Reduce Maternal or Perinatal Adverse Outcomes

By MedXY 11/07/2025

A pragmatic stepped‑wedge trial of the CRADLE device and training in Sierra Leone increased vital‑sign measurement and accuracy but did not lower a composite of eclampsia, emergency hysterectomy, maternal death, or stillbirth; systemic barriers limited clinical impact.