Insights from the Front Lines of Medical Documentation

We explore the root causes of information chaos, designing for clarity, and the thoughtful application of AI in medicine.

Why Clinicians Copy-Paste: Designing for Persistence, Not Duplication
Our Approach, AI in Clinical Practice Jacob Kantrowitz Our Approach, AI in Clinical Practice Jacob Kantrowitz

Why Clinicians Copy-Paste: Designing for Persistence, Not Duplication

Clinicians aren’t copy-pasting out of laziness. They’re trying to preserve clinical context that still matters. In this post, we explore how our research into duplication in the EHR led us to rethink documentation persistence and build Problem Link, a feature that keeps medical problems connected over time.

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When the Chart Comes Up Empty
Blog, The Problem Jacob Kantrowitz Blog, The Problem Jacob Kantrowitz

When the Chart Comes Up Empty

Sometimes the chart isn’t too full—it’s too empty. When key clinical information is missing, clinicians are forced to piece together the story themselves. In this post, we explore how information underload slows care, increases risk, and contributes to burnout—and how Stream helps preserve continuity over time.

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Too Much Information, Too Little Time
Blog, The Problem Jacob Kantrowitz Blog, The Problem Jacob Kantrowitz

Too Much Information, Too Little Time

Information overload is more than a nuisance—it’s a major contributor to clinical burnout. When alerts, messages, and chart clutter pile up without prioritization, cognitive load skyrockets. In part two of our Information Chaos series, we break down how overload disrupts clinical reasoning—and what we’re doing about it.

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Why “Faster Notes” Won’t Fix Cognitive Overload
Blog, Our Approach, The Problem Jacob Kantrowitz Blog, Our Approach, The Problem Jacob Kantrowitz

Why “Faster Notes” Won’t Fix Cognitive Overload

Notes that write themselves are handy—but they don’t cure information overload. Clinicians still scroll through dozens of encounters to recover context. In this post we unpack why “faster notes” isn’t enough, show how persistent, problem-oriented threads cut cognitive load, and share what we’re building at River Records to keep every detail—labs, meds, follow-ups—exactly where you need it, every time.

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Drowning in Documentation: The Cognitive Overload of Clinical Notes
Blog, The Problem Jacob Kantrowitz Blog, The Problem Jacob Kantrowitz

Drowning in Documentation: The Cognitive Overload of Clinical Notes

Clinical documentation is no longer a tool for clarity—it’s a source of mental overload.

Today’s EHRs bury clinicians in duplicated notes, fragmented interfaces, and templated noise. The result? Slower decisions, missed signals, and mounting burnout. This week, we explore how cognitive overload is quietly eroding care quality—and what a better future could look like if documentation supported clinical thinking instead of sabotaging it.

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Our Approach to Clinical Documentation: A Philosophical Shift
Blog, Our Approach Jacob Kantrowitz Blog, Our Approach Jacob Kantrowitz

Our Approach to Clinical Documentation: A Philosophical Shift

At River Records, we believe documentation shouldn’t start from a blank page every time. Clinical care is continuous, and the record should reflect that. In this post, we share the philosophy behind Stream—our AI-powered, problem-oriented documentation platform—and explain why copy-paste behavior is not clinician error, but a system failure begging for a better solution.

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Notes Are Deadweight. Clinical Context Is the Future.
Blog, Our Approach Jacob Kantrowitz Blog, Our Approach Jacob Kantrowitz

Notes Are Deadweight. Clinical Context Is the Future.

For years, the clinical note has been treated as the centerpiece of medical documentation. But in practice, it’s become a relic of a paper-based past—bloated with repetition, slow to navigate, and ill-suited to the way clinicians actually think. At River Records, we’re reimagining documentation not as a series of static notes, but as a living, structured reflection of the patient. By organizing everything around medical problems rather than encounters, Stream gives clinicians the context they need without forcing them to dig through layers of outdated text. The result is faster reviews, clearer updates, and documentation that actually supports care.

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