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[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Deuteranomaly" }, { "role": "assistant", "content": "ICD-10-CM Code: H53.53\nConcept:...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced fracture of left tibial tuberosity, subsequent encounter for closed fracture with delay...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified amblyopia, unspecified eye" }, { "role": "assistant", "content": "ICD-10-...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced articular fracture of head of right femur, subsequent encounter for closed fracture ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Poisoning by oxytocic drugs, undetermined, initial encounter" }, { "role": "assistant", ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other foreign object in trachea causing asphyxiation, sequela" }, { "role": "assistant", ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced transverse fracture of shaft of left fibula, subsequent encounter for open fracture typ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Laceration without foreign body of right lesser toe(s) with damage to nail, subsequent encounter"...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified superficial injury of unspecified external genital organs, male, sequela" }, { ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Reiter's disease, unspecified site" }, { "role": "assistant", "content": "ICD-10-CM C...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Corrosion of first degree of multiple sites of unspecified shoulder and upper limb, except wrist ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Striking against or struck by front passenger side automobile airbag, sequela" }, { "role...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced dome fracture of unspecified acetabulum, initial encounter for closed fracture" }, ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Fracture of unspecified metatarsal bone(s), left foot, subsequent encounter for fracture with rou...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced transverse fracture of shaft of humerus, left arm, initial encounter for open fracture"...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Abnormal electro-oculogram [EOG]" }, { "role": "assistant", "content": "ICD-10-CM Cod...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Bitten by macaw, sequela" }, { "role": "assistant", "content": "ICD-10-CM Code: W61.1...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Congenital non-neoplastic nevus" }, { "role": "assistant", "content": "ICD-10-CM Code...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced Maisonneuve's fracture of unspecified leg, initial encounter for open fracture type ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced apophyseal fracture of right femur, subsequent encounter for closed fracture with de...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified injury of flexor muscle, fascia and tendon of right little finger at forearm level, s...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified fracture of shaft of left tibia, subsequent encounter for open fracture type IIIA, II...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified fracture of right ilium, subsequent encounter for fracture with nonunion" }, { ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Traumatic rupture of other ligament of unspecified wrist, subsequent encounter" }, { "rol...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced unspecified condyle fracture of lower end of unspecified femur, initial encounter for o...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other fracture of right talus, sequela" }, { "role": "assistant", "content": "ICD-10-...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified fracture of third metacarpal bone, left hand, subsequent encounter for fracture with ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Non-pressure chronic ulcer of right heel and midfoot with necrosis of muscle" }, { "role"...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced fracture of shaft of first metacarpal bone, unspecified hand, initial encounter for ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified injury of extensor muscle, fascia and tendon of right little finger at wrist and hand...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Genital varices in pregnancy, first trimester" }, { "role": "assistant", "content": "...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Blister (nonthermal), left foot, sequela" }, { "role": "assistant", "content": "ICD-1...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Laceration without foreign body, unspecified ankle, initial encounter" }, { "role": "assi...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Pain due to vascular prosthetic devices, implants and grafts, initial encounter" }, { "ro...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Burn of second degree of right toe(s) (nail), initial encounter" }, { "role": "assistant"...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Childhood disorder of social functioning, unspecified" }, { "role": "assistant", "con...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced fracture of base of third metacarpal bone, left hand, initial encounter for open fra...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: External constriction of unspecified parts of thorax, subsequent encounter" }, { "role": ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Drowning and submersion due to falling or jumping from burning merchant ship, sequela" }, { ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Rapidly progressive nephritic syndrome with diffuse mesangial proliferative glomerulonephritis" ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Child physical abuse, confirmed, sequela" }, { "role": "assistant", "content": "ICD-1...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Minor contusion of unspecified kidney, initial encounter" }, { "role": "assistant", "...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Allergic rhinitis due to animal (cat) (dog) hair and dander" }, { "role": "assistant", ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced fracture of head of left radius, subsequent encounter for closed fracture with malun...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Contusion of adrenal gland, initial encounter" }, { "role": "assistant", "content": "...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Plastic bead entering into or through a natural orifice, subsequent encounter" }, { "role...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Struck by field hockey puck, sequela" }, { "role": "assistant", "content": "ICD-10-CM...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Abscess of tendon sheath, left lower leg" }, { "role": "assistant", "content": "ICD-1...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified fracture of fifth lumbar vertebra, subsequent encounter for fracture with nonunion" ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced comminuted fracture of shaft of unspecified tibia, subsequent encounter for closed frac...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other methemoglobinemias" }, { "role": "assistant", "content": "ICD-10-CM Code: D74.8...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified physeal fracture of unspecified calcaneus, subsequent encounter for fracture with del...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced dome fracture of right acetabulum, sequela" }, { "role": "assistant", "cont...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Hemorrhage due to nervous system prosthetic devices, implants and grafts, subsequent encounter" ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Wedge compression fracture of third thoracic vertebra, sequela" }, { "role": "assistant",...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Burn involving larynx and trachea with lung, sequela" }, { "role": "assistant", "cont...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Insect bite (nonvenomous) of unspecified back wall of thorax, subsequent encounter" }, { ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Salpingo-oophoritis in pregnancy, third trimester" }, { "role": "assistant", "content...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Blindness right eye category 3, low vision left eye category 2" }, { "role": "assistant",...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Zellweger-like syndrome" }, { "role": "assistant", "content": "ICD-10-CM Code: E71.54...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Injury of facial nerve, right side, sequela" }, { "role": "assistant", "content": "IC...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Peripheral tear of lateral meniscus, current injury, unspecified knee, initial encounter" }, ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Synovial hypertrophy, not elsewhere classified, left thigh" }, { "role": "assistant", ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Glaucoma with increased episcleral venous pressure, unspecified eye" }, { "role": "assist...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced transverse fracture of shaft of left tibia, initial encounter for open fracture type II...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Corrosion of unspecified degree of right palm, initial encounter" }, { "role": "assistant...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Deprivation amblyopia, bilateral" }, { "role": "assistant", "content": "ICD-10-CM Cod...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Occupant (driver) (passenger) of pick-up truck or van injured in unspecified traffic accident, in...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Laceration of other blood vessels at hip and thigh level, right leg, subsequent encounter" }, ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Displaced fracture of neck of scapula, left shoulder, subsequent encounter for fracture with nonu...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Salter-Harris Type II physeal fracture of lower end of humerus, right arm, subsequent encounter f...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Idiopathic aseptic necrosis of left shoulder" }, { "role": "assistant", "content": "I...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified superficial injury of lip, sequela" }, { "role": "assistant", "content": ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Congenital adrenogenital disorders associated with enzyme deficiency" }, { "role": "assis...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other injury of other urinary and pelvic organ, subsequent encounter" }, { "role": "assis...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Primary central sleep apnea of newborn" }, { "role": "assistant", "content": "ICD-10-...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced fracture of shaft of right clavicle, initial encounter for closed fracture" }, {...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Pedestrian on foot injured in collision with car, pick-up truck or van, unspecified whether traff...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Peripheral opacity of cornea, left eye" }, { "role": "assistant", "content": "ICD-10-...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other injury of unspecified muscle, fascia and tendon at wrist and hand level, right hand, subseq...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: War operations involving other firearms discharge, military personnel, subsequent encounter" },...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Galeazzi's fracture of unspecified radius, initial encounter for open fracture type IIIA, IIIB, o...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Age-related osteoporosis with current pathological fracture, unspecified shoulder, subsequent enc...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Lobster-claw hand, bilateral" }, { "role": "assistant", "content": "ICD-10-CM Code: Q...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Corrosion of first degree of left elbow, subsequent encounter" }, { "role": "assistant", ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Injury of cutaneous sensory nerve at hip and thigh level, right leg, initial encounter" }, { ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Unspecified injury of flexor muscle, fascia and tendon of right index finger at forearm level, su...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Traumatic rupture of palmar ligament of left index finger at metacarpophalangeal and interphalang...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Dislocation of distal interphalangeal joint of left index finger, initial encounter" }, { ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other tear of lateral meniscus, current injury, left knee, initial encounter" }, { "role"...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Malignant neoplasm with pluriglandular involvement, unspecified" }, { "role": "assistant"...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other skin changes due to chronic exposure to nonionizing radiation" }, { "role": "assist...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Non-pressure chronic ulcer of right heel and midfoot with fat layer exposed" }, { "role":...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Contusion of nose, initial encounter" }, { "role": "assistant", "content": "ICD-10-CM...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Open bite of unspecified back wall of thorax without penetration into thoracic cavity, initial en...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Burn of third degree of left foot, initial encounter" }, { "role": "assistant", "cont...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Monoplegia of upper limb following unspecified cerebrovascular disease affecting left non-dominan...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Nondisplaced pilon fracture of unspecified tibia, initial encounter for open fracture type I or I...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Other injury of extensor muscle, fascia and tendon of right ring finger at wrist and hand level, ...
[ { "role": "system", "content": "You are a clinical terminology specialist. Map the clinical concept to its standard code and fully specified name." }, { "role": "user", "content": "Clinical concept: Organic oligospermia" }, { "role": "assistant", "content": "ICD-10-CM Code: N46.11\nC...
End of preview. Expand in Data Studio

Clinical Concept to ICD-10 Mapper (SNOMED-style)

Part of the AxisMapper Medical AI Suite — 16 domain-specific SFT datasets for fine-tuning medical LLMs.

Built by AmareshHebbar | Studio Ilios / Humanova Minds


What this dataset does

Clinical concept descriptions → standard code + fully specified name

Why download this

Train terminology mapping models, build clinical concept normalization pipelines, or create concept-to-code lookup systems. Framed as SNOMED-style mapping using authoritative ICD-10-CM descriptions.

Dataset stats

Split Rows
Train 59,775
Validation 7,472
Test 7,472
Total 74,719

Data format

Every row is a messages list in chat format — compatible with Unsloth, TRL SFTTrainer, LLaMA-Factory, and any OpenAI-style fine-tuning pipeline:

{
  "messages": [
    {"role": "system",    "content": "You are a ..."},
    {"role": "user",      "content": "Clinical concept: Typhoid meningitis"},
    {"role": "assistant", "content": "ICD-10-CM Code: A01.01
Concept: Typhoid meningitis
Code system: ICD-10-CM (CMS FY2026)"}
  ]
}

Data source

CMS FY2026 ICD-10-CM (74k concepts reframed as terminology mapping)https://www.cms.gov/medicare/coding-billing/icd-10-codes

All data is extracted from authoritative public sources. No LLM-generated or synthetic content.

Who should use this

Clinical NLP researchers, health informatics engineers, EHR interoperability teams, FHIR developers.

Quick start

from datasets import load_dataset

ds = load_dataset("AmareshHebbar/snomed-mapper-sft")
print(ds["train"][0])

Fine-tuning example (Unsloth)

from unsloth import FastLanguageModel
from trl import SFTTrainer
from datasets import load_dataset

model, tokenizer = FastLanguageModel.from_pretrained(
    model_name="unsloth/Qwen2.5-3B-Instruct",
    max_seq_length=2048,
    load_in_4bit=True,
)

dataset = load_dataset("AmareshHebbar/snomed-mapper-sft", split="train")

trainer = SFTTrainer(
    model=model,
    tokenizer=tokenizer,
    train_dataset=dataset,
    dataset_text_field="messages",
    max_seq_length=2048,
)
trainer.train()

Related datasets in this collection

Dataset Task Rows
icd10-coder-sft ICD-10-CM coding 74.7k
symptom-diagnoser-sft Symptom → diagnosis 119k
clinical-summarizer-sft SOAP summarization 30k
discharge-qa-sft Discharge summary QA 30k
pmjay-classifier-sft PM-JAY packages 11.1k
radiology-coder-sft Radiology coding 25k
medical-ner-sft Clinical NER 16.7k
hindi-medical-sft Hindi medical QA 19.7k

Citation

@misc{axiomapper2026,
  author    = {Hebbar, Amaresh},
  title     = {AxisMapper: Medical AI Fine-tuning Dataset Suite},
  year      = {2026},
  publisher = {HuggingFace},
  url       = {https://huggingface.co/collections/AmareshHebbar/axiomapper-medical-ai-suite}
}

AxisMapper is an open-source project. Star the repo, open issues, and contribute at GitHub.

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