Freedom from Reoperation Is Not What It Seems: Competing Risks and Valve Durability

An elderly woman with a cane speaks to a doctor in an early 20th-century hospital ward, painted in a warm historical style.

Last updated: October 2026 Author: Michele D. Pierri Reading time: 25–30 minutes Introduction A 78-year-old woman sits in front of me with an echocardiogram showing severe aortic stenosis. She has already decided on a biological valve. Her question is the one every surgeon hears: “How long will it last?” The honest answer usually comes from … Read more

AI & Digital Health: Quarterly Review 2026Q3

Early 20th-century doctor in a hospital ward holding a calendar showing October 1, 2026.

Article authored by Michele D. Pierri, MDLast updated: October 2026Reading time: 10 minutes Three months ago, the question was whether artificial intelligence was really entering clinical practice. This quarter, that question feels almost outdated. AI is already inside clinical workflows: reading images, screening patients, drafting notes, answering clinical questions, supporting diagnosis, monitoring patients at home … Read more

IPTW in Practice: Managing Extreme Weights with Python

Doctor weighing medicine on a brass balance scale in an early 20th-century hospital ward, surrounded by apothecary bottles and period medical equipment.

Randomized trials are not always possible. Observational data can still tell us something about treatment effects, but only if we deal with a basic problem: treated and untreated patients usually differ before treatment even starts. Inverse Probability of Treatment Weighting (IPTW) is one way to handle this. In this tutorial we build an IPTW analysis … Read more

Jev and System One Models: when AI stops writing and starts deciding

Early 20th-century hospital ward with a doctor dramatically presenting a white rabbit labeled “Jev” from a black top hat, while patients and medical staff watch in surprise and fascination.

Introduction For a few years now, “artificial intelligence” has mostly meant large language models. The routine is familiar: we type a prompt, the model returns a stream of words, and someone reads it (or some other piece of software parses it). Jev starts somewhere else. TypeSafe AI released it in September 2026 as its first … Read more

Infective Endocarditis: AHA 2026 vs ESC 2023

Early 20th-century doctor staring fearfully into a microscope as ghostly, alien-like microorganisms emerge from the slide in a dimly lit hospital ward.

Introduction On September 8, 2026, Circulation published the new American Heart Association scientific statement on infective endocarditis (IE) — the first comprehensive AHA document on the subject since 2015 [1]. Ten years is a long time in endocarditis. The patients have changed over that interval. Cardiovascular prostheses and transcatheter devices are now everywhere, molecular microbiology … Read more

Local LLM Parameters Explained

Early 20th-century doctor adjusting symbolic AI parameter dials on a brass console connected to a luminous holographic brain in a historical hospital ward.

Abstract Running a language model locally gives you a kind of control that hosted chatbots often hide. LM Studio, Ollama, llama.cpp, vLLM, and similar tools expose settings such as temperature, top_p, top_k, min_p, repeat_penalty, and context length. The problem is that their names say very little about what an ordinary user will actually notice on … Read more

GPT Astra vs GPT Sol in Medicine

A doctor in an early 20th-century hospital stands between a starry night and a radiant sun, symbolizing opposing diagnostic perspectives.

More Expensive, Slower but Actually Better? Every frontier release arrives with the same implicit promise. Better reasoning, better reliability, better behaviour on the hard cases. Higher cost too, of course, which tends to be presented as the price of that improvement rather than as something anyone is expected to verify. When GPT-6 Astra became available … Read more

When the Average Misleads: Heart Rate Variability from Mean Heart Rate to Autonomic Dynamics

Vintage medical illustration of an early 20th-century doctor studying an electrocardiograph displaying a mix of normal ECG waveforms and surreal, distorted heart rhythm patterns beside a patient in a hospital bed.

Mean heart rate is one of the most familiar numbers in medicine. Useful, immediate, and often enough for a first description. Yet every average carries the same defect: it compresses into a single value everything that happened over time. Two patients can share a mean of 70 beats per minute (bpm) and, across the same … Read more

How Well Can a Local 30B Model Answer Medical Questions? Benchmarking Meta Muse Glimmer on an RTX 3090

Doctor in a vintage hospital ward feeds a medical report marked with a question mark into an old computer, which returns the same sheet with a green exclamation mark.

A reproducible 300-question evaluation across medical exams, biomedical literature, multilingual question answering, and clinical calculation Meta released Muse Glimmer on 10 August 2026: thirty billion parameters, open weights, built for agentic work on consumer hardware.[1,2] I tested a quantized version five days later on a single NVIDIA RTX 3090 — partly because it was the … Read more