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BEFUND

Befund · Page 4

Analyses of hospital operations, reimbursement and procurement — for management, purchasing and IT.
Editorial collage of hands holding a phone over a table of medical documents, with a navy semicircle suggesting an empty appointment slot and a single amber accent.
Journal Club

AI in the Waiting Gap: What One Caregiver's Case Study Does and Doesn't Show

A family used a chatbot to make sense of an MRI report in the weeks before a surgeon could see them. The account is honest and human — and it is one self-reported case, with no comparator and no follow-up. Worth reading for the gap it names, not the method it proves.

Dr. Sven JungmannCEO
Editorial collage of a patient's face mid-sentence, a teal speech bubble spilling past an empty clinical form, with one amber dot in an unticked checkbox.
Journal Club

What the Chart Leaves Out: A Sober Look at Digital Narrative Medicine

A JMIR correspondent piece surveys digital narrative medicine and reports a striking figure: over 90 percent of one antistigma project's participants had head injuries that no chart recorded. It is opinion, not data — and still worth reading carefully.

Dr. Sven JungmannCEO
Editorial collage of a hand holding a phone showing a half-legible diary entry against a teal night window, with a band of dates and a single amber accent.
Journal Club

ICU Diaries: When the Note Outlives the Shift

A recovery tool that about a third of patients found painful to reread. A JMIR feature on digital intensive-care diaries is genuinely moving — and it is journalism borrowing other studies' numbers, not new evidence.

Dr. Sven JungmannCEO
Editorial collage of a hand holding a phone whose screen is full of halftone advice fragments, with a small clinician figure at the frame's edge and a single amber line.
Journal Club

Four Percent: Who Actually Answers a Patient's Skin Question

A viewpoint in JMIR Dermatology argues that for millions, the first dermatological opinion arrives by phone — from someone with no clinical training. It has no new data of its own, but it reads the field honestly.

Dr. Sven JungmannCEO
Editorial collage of a tired junior doctor at a workstation glancing past a teal alert window, with a receding halftone row of identical grey alerts and one amber accent.
Journal Club

Alert Fatigue Is a Continuum, Not a Switch: A Closer Read

Twenty junior doctors describe how clinical alerts stop being read. The useful finding is not that they ignore warnings — it is that fatigue is a moving equilibrium shaped by culture and design, not a fixed trait you can configure away.

Dr. Sven JungmannCEO
Editorial collage of a tired person at night lit by a blue phone screen, an erratic teal eye-movement line across a navy rectangle, faint empty diary fields below, and one amber dot in a single field.
Journal Club

The Sleep Diary That Fights the Sleep-Deprived Brain

A small eye-tracking pilot makes an uncomfortable point: the people asked to keep a precise sleep diary are the ones whose attention the poor sleep has already eroded. The interface is not neutral — but this is a pilot, and it measured strain, not cure.

Dr. Sven JungmannCEO
Editorial collage of an oncologist's hands on a thick claims ledger, with a teal three-column bar chart rising only partway and a single amber accent.
Journal Club

An Explainable Model, Honest Numbers, and a Funder Worth Noticing

An explainable AI model predicted how long myeloma patients would stay on treatment, using twenty years of Japanese claims data and 647 variables. The discrimination is modest and fairly reported. The part that needs a careful eye is who paid, and which finding they got.

Dr. Sven JungmannCEO
Editorial collage of four people mid-conversation arranged around a teal circle with a single amber dot at its centre.
Journal Club

Four Conversations About Clinical AI That Quietly Agree

Four NEJM AI podcast interviews, recorded months apart, keep landing in the same three places: a values vacuum, a bias we taught the machine, and a trust gap that tracks consequence. None of it is evidence. The agreement is still worth an hour.

Dr. Sven JungmannCEO
Editorial collage of a surgeon's gloved hands beside an anaesthesia monitor showing a teal arterial-pressure waveform, with a closed operating-room door suggested behind and a single amber accent.
Journal Club

Surgical AI That Works in the Paper but Not in the Room

A scoping review screened 275 records to find every AI model meant to prevent surgical complications and follow it to the bedside. Of 19 studies, the models were often accurate. Two are in routine use — and the bottleneck is not the algorithm.

Dr. Sven JungmannCEO
Editorial collage of a tall column of faded document fragments narrowing through teal sieve layers down to a single white card marked by one amber dot.
Journal Club

Depression From Text: Why 3,067 Studies Came Down to 11

A meta-analysis of machine learning for detecting depression in text screened 3,067 papers and kept 11. The pooled signal is strong — but the prediction interval, from near-zero to near-perfect, is the finding that should travel.

Dr. Sven JungmannCEO
Editorial collage of a confident stack of clinical document fragments bound by a teal bracket that stops at a closed ward door, with a single amber accent.
Journal Club

Sixty-Five Studies Agree the Models Win. The Ward Hasn't Noticed.

A PRISMA review of 65 studies finds language models consistently beat classical methods at classifying clinical text. The honest reading is narrower: it is a synthesis of single-site accuracy studies that mostly never asked whether the models work at the bedside.

Dr. Sven JungmannCEO
Editorial collage of a clinical summary sheet torn down the middle, one half framed by a teal speech bubble and the other by a navy clipboard, with a single amber dot on the tear line.
Journal Club

Two Readers, One Summary: Who Should Grade Patient-Facing AI?

A small Stanford study had clinicians and parents rate the same AI-written clinical summaries. They disagreed, significantly — and that disagreement, not the scores, is the finding worth keeping.

Dr. Sven JungmannCEO
Editorial collage of a clinician's still hands on a keyboard beneath a teal performance line drifting downward off a navy block, with a single amber accent marking the unnoticed dip.
Journal Club

The Governance Gap: Why Clinical AI Fails After It Passes Validation

A clinical model clears validation, goes live, and slowly drifts — and no one is assigned to watch. A narrative review maps why oversight, not algorithms, is now the binding constraint on healthcare AI. Read for what a review can and cannot prove.

Dr. Sven JungmannCEO
Editorial collage of a cardiologist reading an ECG strip framed by a teal circle, with a second reviewer suggested behind and a single amber accent.
Journal Club

When AI Joined the Cardiology Clinic: What the Trial Actually Showed

A genuine randomized trial put a medical language model beside nine cardiologists on 107 complex cases. The result is real — and narrower than the headline. It measured preference, not outcomes, and the system was its makers' own.

Dr. Sven JungmannCEO
Editorial collage of a physician's hand and a flat teal hand sharing one pen over a clinical note, with a two-step torn-paper bar chart and a single amber accent in the gap.
Journal Club

When the Score Jumps Tenfold: Was It the Training, or the Tool?

A study of 326 physicians found pass rates on a clinical-reasoning test rose from 6.4 to 58.6 percent after a 90-minute AI course. The number is real. The design cannot tell us how much of it was the teaching and how much was simply being handed GPT-4.

Dr. Sven JungmannCEO
Editorial collage of a triage nurse's hand on an emergency-department clipboard, with a teal guideline page and a navy stack of cases meeting at one seam marked by a single amber dot.
Journal Club

Triage by Language Model: The Source Did the Work, Not the Model

A retrospective study grounded a triage language model in two sources at once — a local guideline and three thousand past cases. The honest finding is quieter: it beat an ungrounded model, the authors call it preclinical, and no patient was followed forward.

Dr. Sven JungmannCEO