Chart review is a re-orientation problem, not a reading problem — and the fix already exists for labs.
A basic metabolic panel takes me about two seconds.
Not because I’m fast. Because I’ve seen that grid ten thousand times. Sodium is where sodium always is. My eye lands on the creatinine without being asked. I’m not reading it so much as absorbing it — the numbers arrive pre-sorted, and every ounce of attention I have goes straight to the only question that matters: is this different, and does it change what I do?
Now hand me a three-page consult note from a cardiologist at a health system I don’t share an EHR with.
Four minutes. Sometimes longer. And here’s the thing — it’s not because the note is harder to understand. The medicine in it is often simpler than the BMP. It takes four minutes because before I can evaluate a single clinical statement, I have to find it. Where did this practice put the assessment? Is the plan at the bottom, or embedded in the narrative? Is that med list current, or imported from an intake form in 2021? Is this bolded heading meaningful, or template garnish?
That’s not reading. That’s hunting.
Chart review is a re-orientation problem, not a reading problem
We talk about chart review as though the difficulty is volume. Too many notes, too many results, too much history. Volume is real, but it isn’t the thing that exhausts you.
What exhausts you is that every document you open asks you to rebuild your mental map from scratch.
Each specialist has a house style. Each EHR renders outside records differently, or dumps them as a wall of undifferentiated text. Each institution templates its notes to its own billing and compliance needs. So you open a chart and, before any clinical thinking can begin, you run an unconscious subroutine: what kind of document is this, who wrote it, what’s the shape of it, where is the part I need?
Then you do it again on the next document. And the next. Twenty times a day, across twenty patients, for years.
The clinical reasoning — the part you trained for, the part that’s actually hard and actually valuable — is the small bright thing at the end of a long dark hallway of orientation. Most of the effort is spent walking the hallway.
This has a name, and it’s not a personal failing
Human factors researchers have been describing this for well over a decade. In 2011, Beasley and colleagues in the Journal of the American Board of Family Medicine proposed the idea of information chaos in primary care, which they broke into five distinct components: information overload, information underload, information scatter, information conflict, and erroneous information. Their conclusion was blunt — primary care physicians experience this routinely, and it isn’t merely irritating. It degrades performance and threatens patient safety.
Look at that list again. Most healthcare technology of the last fifteen years has aimed squarely at overload — filters, summaries, dashboards to show you less. Almost nothing has been aimed at scatter: the same information, in different shapes, in different places, requiring a different approach every time you encounter it.
Scatter is the one that eats your day.
Cognitive science offers the cleanest way to think about why. Researchers distinguish between intrinsic cognitive load — the difficulty inherent in the material itself — and extraneous cognitive load, which is the difficulty imposed purely by how that material is presented. A patient with heart failure, CKD, and poorly controlled diabetes is intrinsically hard. That load is the job. That load is medicine, and I signed up for it.
The four minutes I spend locating the cardiologist’s assessment is extraneous. It’s pure format tax. It contributes nothing to the patient, teaches me nothing, and consumes the same finite attention I need for the intrinsic part.
And it isn’t a rounding error. When Arndt and colleagues instrumented the EHR event logs of 142 family physicians, they found clinicians spent about 5.9 hours of an 11.4-hour workday inside the EHR, with clerical and administrative work accounting for roughly 44% of that EHR time and inbox management another 24%. More than half the workday, spent in the machine. Not all of that is scatter — but a great deal of it is the overhead of finding, sorting, and re-orienting rather than deciding.
What a normalized review surface actually means
So here’s the proposal, and it’s less exotic than it sounds.
Every note, when I’m reviewing it, appears in the same form. Every lab, when I’m reviewing it, appears in the same form.
Not the same content — the content is sacred and it varies. The same form. Assessment always in the same place. Plan always in the same place. Medication changes always surfaced the same way. Outside records rendered into the same structure as internal ones. A rheumatologist’s note and a nephrologist’s note and my own note from last March all presenting themselves to my eye with the same architecture, so my eye stops having to ask where things are.
The point of normalization is that structure becomes invisible. And when structure is invisible, one hundred percent of your attention is available for content.
This is exactly what the BMP already does, and it’s why the BMP takes two seconds. Nobody thinks the standardized chemistry panel flattens the nuance of electrolyte disorders. The rigid, boring, utterly predictable grid is precisely what allows an experienced clinician to see subtlety instantly. Form discipline is what makes content discernment possible.
We have this for labs. We have it for vitals. We have never had it for the thing physicians spend most of their review time on: notes.
”But my notes are how I think”
This is the honest objection, and it deserves a straight answer.
Yes. Notes carry voice, nuance, hedging, uncertainty — the texture of clinical judgment. A note flattened into rigid fields becomes a checkbox exercise, and we all know exactly how those read: technically complete, clinically useless.
But notice the sleight of hand in the objection. It conflates the authoring surface with the review surface. They don’t have to be the same thing.
Write however you think best. Dictate, dictate badly, use your shorthand, hedge in prose, put the thing you’re worried about in a place that means something to you. Then let the review surface be normalized — the same underlying content, rendered consistently for the person who has to consume it, whether that person is your partner, the covering NP, or you in eight months.
Normalizing review doesn’t require flattening authorship. It requires the system to do the work of translation, which is exactly the kind of work a system should be doing and a physician should never be doing.
Find the thing, review it, move on
That’s the whole ambition. It’s not glamorous.
I want to open a chart and know, without looking, where the things are. I want to spot what changed since I last looked, evaluate it with my full attention, and move on to the next patient without having spent any of myself on navigation. I want the hallway to disappear so I can spend my day in the bright room at the end of it.
Elsewhere I’ve argued that the systems physicians build to organize care live in their heads and don’t scale — see Medicine Doesn’t Scale Because It Lives in Our Heads. Normalizing the review surface is the other half of that argument. Externalizing the system makes the work transferable; normalizing the surface makes it reviewable. You need both. A shared system that every clinician has to re-orient to is barely shared at all.
And there’s a cost to leaving it broken that doesn’t show up on any time-and-motion study. Every minute spent hunting is a minute not spent thinking, and physicians know the difference. You feel it. Days spent doing the work around the work don’t leave you tired so much as unspent — full of capacity you never got to use.
Both of these problems are the same problem, and I’ve taken it up directly in The Work Before the Work.
How much of your chart review time is actually spent reviewing? Watch yourself on the next outside consult and count.