Concept-grounded ICD-10 coding for clinicians and coders.
ShifaMind reads a clinical note and returns ranked ICD-10 codes with the concept evidence behind each one. Interpretability is enforced architecturally, not bolted on after training.
See ShifaMind code a clinical note.
Pick a scenario, run the coder, and inspect the concepts behind every code. Prerendered for the demo; the platform runs against your own notes.
Review clinical note · 5 sections
Chief Complaint
Progressive dyspnea on exertion and orthopnea over 1 week.
History of Present Illness
72M with known HFrEF (LVEF 30%) on lisinopril, carvedilol, and spironolactone presents with one week of progressive shortness of breath, bilateral lower-extremity edema, and a 10-lb weight gain. Sleeping in a recliner due to orthopnea. No chest pain or syncope.
Exam
BP 152/88, HR 96, RR 22, SpO2 91% on room air. JVD 12 cm. Bibasilar crackles. 3+ pitting edema in both lower extremities.
Labs & Imaging
BNP 1850 (markedly elevated). Troponin negative. CXR: bilateral pleural effusions and pulmonary vascular congestion.
Assessment & Plan
Acute on chronic HFrEF exacerbation. Started IV furosemide 80 mg, continue home GDMT, daily weights, fluid restriction 1.5 L.
Chief Complaint
Progressive dyspnea on exertion and orthopnea over 1 week.
History of Present Illness
72M with known HFrEF (LVEF 30%) on lisinopril, carvedilol, and spironolactone presents with one week of progressive shortness of breath, bilateral lower-extremity edema, and a 10-lb weight gain. Sleeping in a recliner due to orthopnea. No chest pain or syncope.
Exam
BP 152/88, HR 96, RR 22, SpO2 91% on room air. JVD 12 cm. Bibasilar crackles. 3+ pitting edema in both lower extremities.
Labs & Imaging
BNP 1850 (markedly elevated). Troponin negative. CXR: bilateral pleural effusions and pulmonary vascular congestion.
Assessment & Plan
Acute on chronic HFrEF exacerbation. Started IV furosemide 80 mg, continue home GDMT, daily weights, fluid restriction 1.5 L.
Let's code this note
with ShifaMind, concept-grounded ICD-10 coding.
A performance lead built for clinical trust.
ShifaMind pairs the top Macro-F1 in this comparison with concept-mediated evidence that can be inspected alongside every prediction.
Six models. One clear leader.
View all six models+
Metrics general LLMs cannot produce.
The concept layer is evaluated alongside the final code, not inferred afterward.
Correct diagnoses that also carry relevant activated concept evidence.
How much the concept-grounded representation contributes at the prediction boundary.
Recall when the relevant clinical concept is present in the case.
Three primitives, designed to be defended.
The demo above shows the first two. Grounded discussion keeps the same evidence in view.
Predict
Ranked ICD-10 codes with confidence and considered alternatives.
Explain
Activated clinical concepts make the decision inspectable.
Discuss
Grounded follow-up inside the note context, without off-topic generation.
Coverage across code systems, note types, and specialties.
- ICD-10-CMLive
- ICD-10-PCSRoadmap
- CPTRoadmap
- SNOMED CTRoadmap
- Discharge summariesLive
- Inpatient progress notesLive
- ED notesLive
- Outpatient encountersRoadmap
- CardiologyLive
- PulmonologyLive
- Emergency medicineLive
- EndocrinologyLive
- OncologyRoadmap
- PsychiatryRoadmap
Clinical AI you can deploy with confidence.
Enterprise safeguards designed for sensitive clinical workflows.
Questions we get a lot.
Bring your notes. See the concepts behind every code.
Try pasted notes today, or talk to us about an evaluation path for your workflow.