ShifaMind · A Roshan AI product

Concept-grounded ICD-10 coding for clinicians and coders.

Ranked ICD-10 codes from any clinical note, each with the concepts and quoted text behind it.

99.2
Micro-AUROC
96.7
Macro-AUROC
7,940
ICD-10 codes
Try it

See ShifaMind code a clinical note.

Acute on chronic systolic heart failure
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.

Let's code this note

Benchmark

Accuracy you can audit.

Every ICD-10 code, every prediction traced to clinical concepts.

Accuracy · 7,940 codes
99.2
Micro-AUROC
96.7
Macro-AUROC
Leaderboard
ShifaMind
26.8
PLM-ICD
21.1
MultiResCNN
21.1
LAAT
20.3
CAML
16.0
+5.7 Macro-F1 over the next best model
Interpretability

Every code, fully explained.

100%
Logit attributable
By construction
0
Unexplained remainder
Exact decomposition
16,227
Clinical concepts
0.999
Concept AUROC
0.98
Sufficiency
vs 0.26 random
0.013
Negation gate
0.998 when affirmed
0.0
F1 lost to overrides
Gates set by a coder
95%
Seed stability
What ShifaMind does

Three primitives, designed to be defended.

Predict

Ranked ICD-10 codes with confidence.

Explain

The concepts behind every code.

Discuss

Ask follow-ups, answered from the note.

Breadth

Coverage across code systems, note types, and specialties.

Code systems
  • ICD-10-CM · 5,802 codesLive
  • ICD-10-PCS · 2,138 codesLive
  • CPTRoadmap
  • SNOMED CTRoadmap
Note types
  • Discharge summariesLive
  • Inpatient progress notesLive
  • ED notesLive
  • Outpatient encountersRoadmap
Specialties
  • CardiologyLive
  • PulmonologyLive
  • Emergency medicineLive
  • EndocrinologyLive
  • OncologyRoadmap
  • PsychiatryRoadmap
Security & compliance

Clinical AI you can deploy with confidence.

HIPAA-ready
BAA-eligible deployments
Encrypted
TLS 1.3 · AES-256
Auditable
Concepts and evidence logged
Your data stays yours
No training without opt-in
FAQ

Questions we get a lot.

ShifaMind · ready to evaluate

Bring your notes. See the concepts behind every code.

Roshan·AI

AI infrastructure for clinical reasoning.

Account
Roshan AI LLC · Arizona, USA
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