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Insights from the team behind Stream.

On AI scribes, clinical documentation, problem-oriented charting, and building tools that work the way clinicians think.

practice-operationsinformation-chaos

Chart Prep Shouldn't Take Your Staff an Hour Per Patient

Before every visit, someone reconstructs the patient's story from scratch — what's active, what happened last time, what's overdue. It's invisible labor, it's redone from zero every single visit, and it's pure reconstruction toil. Here's why it takes so long and what it should be instead.

Jacob Kantrowitz MD, PhD
Jul 12, 2026
5 min
care-coordinationpractice-operations

Where Referrals Go to Die

A referral is a handoff, and handoffs are where continuity of care quietly breaks. The letter, the fax, the follow-through, the note that comes back — or doesn't — and nobody tracking any of it. Here's why referrals vanish, and what it takes to make them something you can actually see.

Jacob Kantrowitz MD, PhD
Jul 12, 2026
5 min
practice-operationslongitudinal-care

Risk Adjustment Is a Documentation-Structure Problem

Under Medicare Advantage and value-based contracts, a patient's risk score has to be rebuilt from documentation every single year. Conditions that aren't re-documented simply vanish — even though the patient still has them. That annual recapture problem is a persistence problem, and persistence is exactly what a time-organized note is worst at.

Jacob Kantrowitz MD, PhD
Jul 11, 2026
8 min
practice-operationsmedical-decision-making

The Undercoding Tax: What Invisible Complexity Costs an Independent Practice

Most independent practices bill below the level of care they actually deliver — not out of laziness, but because the note can't defend the visit. The undercoding tax is invisible, self-imposed, and large. Here's where it comes from and how documentation structure changes it.

Jacob Kantrowitz MD, PhD
Jul 11, 2026
7 min
practice-operationsehr-design

Your Denials Start in the Note

A denied claim feels like a billing-office problem — something that happens downstream, weeks after the visit. But most documentation-driven denials are decided at the moment of documentation, not the moment of submission. Here's why, and what changes when the note is built to support the claim.

Jacob Kantrowitz MD, PhD
Jul 11, 2026
7 min
burnoutclinical-context

The Work Before the Work

The enormous, unmeasured labor that stands between a physician and the practice of medicine. On articulation work, extraneous load, moral injury, and why removing friction is different from resilience training.

Jacob Kantrowitz MD, PhD
Jul 10, 2026
9 min
information-chaosclinical-context

Normalization Is What Makes Personalization Possible

Consistency versus autonomy is a false tradeoff — it's a layer error. Customize the projection, never the artifact. Why structured data is the precondition for a chart that adapts to every reader.

Jacob Kantrowitz MD, PhD
Jul 9, 2026
8 min
burnoutcare-coordination

Medicine Doesn't Scale Because It Lives in Our Heads

Every good physician builds a private operating system — and it's completely non-transferable. Why care delivery doesn't scale, and what externalizing the work of care actually means.

Jacob Kantrowitz MD, PhD
Jul 8, 2026
8 min
burnoutinformation-chaos

I Don't Read Charts. I Hunt Through Them.

Chart review is a re-orientation problem, not a reading problem. Why scatter — not overload — eats the clinical day, and what a normalized review surface would change.

Jacob Kantrowitz MD, PhD
Jul 7, 2026
7 min
practice-operationscare-coordination

Your Clinical Note Is the Best Task Manager You're Not Using

Closing the loop on labs, referrals, and follow-ups is a quiet patient-safety problem. Why the note itself makes a better task manager than your EHR's to-do list — and where documentation tools are headed.

Jacob Kantrowitz MD, PhD
Jul 6, 2026
5 min
product-updatesinformation-chaos

The Reading Should Come to You

A primary care physician would need about 29 hours a day just to keep up with the literature. Journal Club in Stream reads the conditions you actually saw each week and brings a short, relevant reading list to you.

Jacob Kantrowitz
Jun 18, 2026
ehr-designclinical-context

The Bridge, Not the Destination

Why the patient-organized chart is hard to ship today — EHR integration limits, FHIR, and double validation — and the pragmatic bridge clinicians can build right now.

Jacob Kantrowitz
Jun 15, 2026
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