How EMR Coding Guidance Prevents Medical Necessity Denials
Keisha Downes, Vice President of Middle Revenue Cycle at Beth Israel Lahey Health, describes how medical necessity denials often trace back to a documentation gap between what clinicians record and what payers require. As policy changes and coding rule updates accelerate, proactive management becomes harder. The old answer, placing a coder next to a clinician, is no longer practical at scale. Her team's approach is to embed real-time guidance directly in the EMR: pop-up alerts that flag missing laterality, catch inappropriate use of family history codes, and prompt clinicians to provide a specific diagnosis. That real-time signal helps clinicians document in a way that aligns with certified coder standards, reducing medical necessity denials and preventing unexpected patient financial liability downstream.
Key Takeaway
Medical necessity denials caused by clinician documentation gaps can be significantly reduced by embedding real-time ICD-10 coding guidance in the EMR at the point of care. Bringing coder-level intelligence to clinicians in context is more scalable than any post-documentation review or appeal process.
“Clinicians are not coders, and we have to find a way to give them the tools that they need so that they can align a little bit better with the skill set of a certified coder.”
Keisha Downes, Vice President of Middle Revenue Cycle, Beth Israel Lahey Health
From the clip to strategy.
The themes our guests cover are the same ones our executive guides and ROI calculators are built around. If this clip resonated, here’s where to take it next.
Claims Denial Management, powered by agentic AI
How ArceeHQ catches denials before they happen, resolves them automatically, and gives your reviewers only the cases that need a human.
See the solutionReducing claim denials with agentic AI
A practical framework for revenue cycle leaders. Covers the operating model shift, what to measure, and where automation actually pays.
Read the guideClaims denial ROI calculator
Model the revenue impact of a first-pass rate improvement at your health system. Plug in your denial volume and payer mix.
Run the calculatorNever miss a clip.
Get new shorts and full episodes delivered to your inbox the day they drop. Plus exclusive bonus content for subscribers.
- Real-world strategiesOperational playbooks and proven approaches from RCM leaders delivering measurable results.
- Executive connectionsBe part of a trusted network of executives shaping the future of revenue cycle and patient finance.
- Agentic AI insightsDiscover how AI-driven automation is reshaping denial prevention, patient financing, and financial assistance.
Let’s redefine financial engagement together.
See how ArceeHQ can supercharge your revenue cycle. We’ll walk through the platform, discuss your specific systems and goals, and show measurable lift you can expect in the first 90 days.



