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Working notes from a practicing ACNP and graduate-program faculty member. Clinical practice, NP education, and the parts of AI showing up in both.
What NP Programs Are Missing About AI
Nursing faculty are being asked to teach AI literacy without being taught it themselves. That gap is going to show up in clinical practice.
Read the piece →The Physical Exam Isn't Dead. It's Just Untaught.
Every year I watch new NPs order an echo to answer a question the exam would have answered in 30 seconds. The problem isn't technology. It's education.
Cardioversion Without TEE: What the Guidelines Actually Say
The 48-hour rule is not a safety net. One in seven patients with AF of more than two days has a clot on TEE. Here's what the 2023 guidelines actually require.
What Students Already Know About Learning (That Most Courses Ignore)
We ran focus groups asking nursing students what helped them retain what they learned. They knew the answer. The courses just weren't designed that way.
Faculty Are Already Past Capacity. That's Why AI Matters.
Nursing faculty are asked to innovate while rounding on patients at 6 AM. AI isn't a shortcut — it's a force multiplier for people already doing too much.
You Can't Stop What's Coming
Slide rules, mainframes, search engines — every tech transition had holdouts right about the tradeoffs, wrong about the timeline. AI is no different.
The Barrier Was Never Knowledge
We surveyed 28 nursing faculty on what produces lasting retention. They knew what works. The top barrier wasn't resistance or skepticism. It was time.
The Cardiology Gap
How much cardiology did your NP or PA program include? Almost always: not enough. Here's what the gap looks like, why it exists, and what to do about it.
AI Content Creation Is a Grind. Here's What That Actually Means.
The hype cycle skips the part where you throw away most of what AI produces. Good educational content is iterative and expertise-dependent, not push-button.
The Observation Problem
Clinical education in nursing has become a spectator sport. Students watch, graduate, and model what they saw. Each generation trains the next in observation.
The Full Circle
We spent decades moving nursing education out of hospitals. Now hospitals are building schools again. Will nursing ed get ahead, or just watch?
The Cost Went Up and the Product Got Thinner
BSN programs cost more and train thinner than 20 years ago. Hospitals are drawing their own conclusions. Academic nursing must decide how to respond.
Nobody Has Time to Fix Clinical Education
Nursing faculty know clinical education broke down. The problem isn't awareness — it's that redesigning it from scratch competes for hours nobody has.
Right About the Tradeoffs, Wrong About the Timeline
The holdouts in every technology transition weren't wrong about the costs. They were wrong about the timeline. AI won't wait while faculty debate the tradeoffs.
The Work That Requires 30 Years
Nursing faculty aren't running out of expertise, just hours to deploy it. AI doesn't change what faculty know — it changes where that knowledge can go.
Pick One Teaching Strategy and You'll Get Mediocre Results Every Time
A meta-analysis of 51 education studies found no single strategy beats the rest. Retention came from layering, not the one approach most faculty still run.
NCLEX and Certification Exams Are Distractions
Nick Saban built six national championships by telling players to stop thinking about winning. Donabedian's 1966 quality science framework said the same thing.
The Tools I Built (And Who They're For)
NPs wear a lot of hats. The tools I've built: for students prepping for boards, clinicians closing knowledge gaps, and faculty buried in content creation.
HFmrEF and the Untreated Middle Category
Heart failure with mildly reduced ejection fraction sits outside the spectrum the trials studied. That's a reason for closer attention, not to wait.
The Subspecialty-Generalist Mismatch
NP and PA programs are designed to produce generalists. A growing number of graduates take their first job in a subspecialty. Nobody built the bridge.
Why Faculty Can't Keep Pace With Guideline Changes
Clinical practice guidelines update on a rolling cycle. Course content doesn't. The lag isn't negligence — it's a capacity problem, not an effort problem.
The Questions That Don’t Have a Page Number
The questions worth asking in clinical education rarely have a textbook answer. They come from noticing what you don't know yet.
The ECG Confirms. The History Diagnoses.
The physical exam gets the eulogies. In cardiology, the history is where the diagnosis lives — a skill built through supervised repetition with real patients.
Nobody Asks How You Got There
Attendings give you the answer. Nobody asks how you got there — the question that turns observation into mastery, and the first thing schedules cut.
Pattern Recognition Can't Be Assigned
Chess grandmasters see fewer options than average players — just the right ones. Clinical reasoning works the same way, but nobody builds for it.
When Learning Science Audited My Own Course
I ran my own course materials through NursingEdAI's learning-science audit. Even as a scholar of durable learning, what I found surprised me.
The Tool Worked. I Didn't.
I built a system to feed my AI the right background automatically, then measured whether it helped. The system got better. I didn't.
The Guideline Is the Step That Gets Skipped
Graduate NP content needs the exact current recommendation, not the version you remember. Verifying it is the first step cut when busy, and nobody catches it.
What Building With AI Costs
A year building products with AI as a primary tool taught me three frustrations nobody warns you about, and results I couldn't have gotten any other way.
Fifteen Minutes, Two Minutes, No Thank You
Twice this week I finished someone else's work in minutes with AI and handed it back. Twice they didn't take it — the reason has nothing to do with the tool.
I Built the AI My Students Use
Two years ago I stopped waiting for someone to build AI tools for my students and built my own. The debate about AI in higher ed asks the wrong question.
The Guideline You Learned Is Not the Guideline That's Current
Practicing APPs work from the guideline version they learned in training. Continuing education tracks hours, not currency — nothing forces an update.
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