Table 10 Example of hierarchical medical coding for diagnosis, medication, and surgical procedure.

From: Ophtimus-V2-Tx: a compact domain-specific LLM for ophthalmic diagnosis and treatment planning

Category

Clinical term

Hierarchical coding (with description)

Primary diagnosis

Ophthalmomyiasis externa

ICD-10-CM Code: B87.81

L1-B: Infectious diseases

L2-87: Myiasis (infestation by fly larvae)

L3-8: Other myiasis

L4-1: External ocular involvement

Medication

Topical antibiotic–steroid combination eye drops

ATC Code: S01CA01

L1-S: Sensory organ system

L2-01: Ophthalmological agents

L3-CA01: Tobramycin + dexamethasone combination

Surgical procedure

Removal of larvae from the conjunctiva

ICD-10-PCS Code: 08CQXZZ

L1-08: Eye system

L2-C: Conjunctiva

L3-Q: Extirpation (removal of solid matter)

L4-ZZ: External approach, no device