A new editorial in JGH Open takes a close look at GastroGPT, a specialty-trained LLM built specifically for gastroenterology. Trained on 1.2M GI-specific tokens — including guidelines, peer-reviewed literature, and 10,000 synthetic vignettes — the model outperformed general LLMs (GPT-4, Bard, Claude) across six of seven clinical tasks, from history-taking to referral decisions to patient education. Early results are impressive: in simulated IBD, endoscopy, and hepatology cases, GastroGPT scored 8.1/10, with strong reproducibility across case complexity. But the authors also flag real-world limitations — simulated datasets, specialty-biased training, and the need for comparisons with purpose-built medical AI models.
Author: Abhay Panchal
Steward Health Care’s collapse has become the case study for how private equity can destabilize hospital systems — and what happens when regulators are asleep at the wheel. This piece traces how a struggling Catholic system morphed into a PE-backed national chain burdened by sale-leasebacks, lawsuits, shuttered hospitals, and one very visible CEO lifestyle, then shows how the fallout is now reshaping state and federal oversight of PE in healthcare.
With reimbursements falling and costs climbing, more independent physicians are asking: Do we partner, sell, or double down on staying solo? This piece lays out 10 strategic paths — from private equity and family offices to CINs, MSOs, health system deals, and “stay independent but scale up” — along with practical due-diligence questions on culture, debt, and “income repair.” If you’re rethinking your practice’s future, this is a roadmap worth studying.
New research is raising eyebrows in GI oncology. A large real-world analysis of nearly 7,000 colon cancer patients found that those on GLP-1 drugs had less than half the 5-year mortality of non-users — with the strongest benefits seen in patients with severe obesity. The signal persisted even after adjusting for disease severity, demographics, and tumor markers, hinting that GLP-1s may be doing more than improving metabolism. Patients on these therapies also had fewer late cardiovascular events and fewer indicators of advancing cancer. Experts call the findings “intriguing and promising,” but caution that randomized trials are essential before GLP-1s can…
A major infusion-care shakeup is underway. Shore Capital Partners has merged Reliant Healthcare and Care Fusion Rx to create a nationwide infusion therapy platform spanning home and ambulatory centers — with meaningful implications for GI patients on biologics, IVIG, and chronic infusion regimens. The new entity blends Reliant’s Southern U.S. footprint with Care Fusion’s West Coast strength in complex therapies, aiming to expand access, streamline coordination with physicians, and accelerate growth through new centers and acquisitions. With leadership from industry veterans and backing from a $14B private equity firm, the platform signals a push toward more scalable, patient-centric infusion delivery.
Upper endoscopy is performed every day in GI, yet many exams still fall short of true quality — a gap highlighted by Harish K. Gagneja, MD, MACG, at DDW 2025. In his talk, Dr. Gagneja shared why seemingly simple choices — how thoroughly the mucosa is washed, which imaging systems are used, and how long we actually spend inspecting the stomach — can dramatically change what is found or missed. He argues that a minimum seven-minute inspection can reveal lesions easily overlooked in routine practice, and he outlines a surprisingly detailed approach to photo-documentation that many endoscopists don’t currently follow.
Many patients are quietly turning away from traditional healthcare — and toward A.I. tools — for answers they feel they can’t get from their doctors.A new NYT feature follows a 79-year-old woman who asked her physician a simple question about protein intake… only to receive boilerplate advice that didn’t match her history. ChatGPT, in contrast, gave her precise numbers in seconds — triggering an uncomfortable realization about empathy, burnout, and what modern medicine is failing to provide. The article explores why one in six adults now seek medical information from chatbots monthly, how trust is shifting, and what this means…
Elon Musk is raising eyebrows again — this time in medicine. In a recent interview, he claimed Tesla’s humanoid robot, Optimus, will eventually perform surgeries with superhuman precision, surpassing even the best clinicians. Musk imagines a world where surgical expertise is mass-produced in factories and every patient, everywhere, can access a “perfect surgeon.” There’s no medical version of Optimus today — the robot is still early in development — but Musk says the upcoming V3 prototype will signal a major leap toward healthcare applications. If his prediction holds, robotic surgery could shift from an elite capability to a universal standard.
In this latest commentary, Dr. David Johnson spotlights six breakthrough studies poised to influence GI practice. A serum-based test shows promising accuracy for early pancreatic cancer, potentially outperforming CA19-9. New data reveals unexpectedly high adenoma formation after immune-checkpoint-inhibitor colitis — raising questions about how soon to re-scope these patients. Another study shows early biologic use may sharply reduce rehospitalization for ICI-associated colitis.
Becker’s Healthcare outlines 15 trends that reveal a specialty under pressure and in transition. Gastroenterologists now generate nearly $3M in hospital revenue each year, yet open positions take over 180 days to fill and almost 1,400 GI specialists are projected to be missing from the workforce by 2037. Meanwhile, demand is surging — earlier-onset colon cancer, rising colonoscopy volumes, and expanding ASCs are reshaping how and where GI care is delivered. At the same time, private equity is accelerating its footprint with 28% growth since 2021, often controlling large portions of local markets and driving higher prices without measurable gains…