AxisMapper Medical AI Suite
Collection
16 SFT datasets for medical LLMs: ICD-10, DRG, PM-JAY, NER, radiology, and more. • 16 items • Updated
Datasets:
messages listlengths 3 3 |
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[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Unspecified traumatic displaced spondylolisthesis of third cervical vertebra, subsequent encounter for fr... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Chalazion right upper eyelid"
},
{
"role": "assistant",
"content": "H00.11 — Chalazion right ... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Benign neoplasm of long bones of right lower limb"
},
{
"role": "assistant",
"content": "D16.... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Unspecified traumatic cataract, unspecified eye"
},
{
"role": "assistant",
"content": "H26.10... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Cyst of spleen"
},
{
"role": "assistant",
"content": "D73.4 — Cyst of spleen"
}
] |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Oligospermia due to radiation"
},
{
"role": "assistant",
"content": "N46.124 — Oligospermia d... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Insect bite (nonvenomous) of left elbow, initial encounter"
},
{
"role": "assistant",
"conten... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other fracture of fourth metacarpal bone, right hand, subsequent encounter for fracture with malunion"
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced fracture of head of left radius, subsequent encounter for open fracture type I or II with delay... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Unspecified adult maltreatment, suspected, initial encounter"
},
{
"role": "assistant",
"cont... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Activity, BASE jumping"
},
{
"role": "assistant",
"content": "Y93.33 — Activity, BASE jumping... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced bicondylar fracture of right tibia, subsequent encounter for open fracture type I or II with no... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Jumping or diving into swimming pool striking bottom causing other injury, subsequent encounter"
},
{... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Malar fracture, unspecified side, initial encounter for closed fracture"
},
{
"role": "assistant"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Puncture wound with foreign body of left upper arm, initial encounter"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Histrionic personality disorder"
},
{
"role": "assistant",
"content": "F60.4 — Histrionic per... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced oblique fracture of shaft of humerus, right arm, subsequent encounter for fracture with nonunio... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other air transport accident involving military aircraft, subsequent encounter"
},
{
"role": "ass... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Acute pancreatitis without necrosis or infection, unspecified"
},
{
"role": "assistant",
"con... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Pneumococcal meningitis"
},
{
"role": "assistant",
"content": "G00.1 — Pneumococcal meningiti... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Birth injury to face"
},
{
"role": "assistant",
"content": "P15.4 — Birth injury to face"
}... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Multiple fractures of ribs, bilateral, subsequent encounter for fracture with delayed healing"
},
{
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Nondisplaced other fracture of tuberosity of right calcaneus, subsequent encounter for fracture with nonu... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Tuberculosis of (inner) (middle) ear"
},
{
"role": "assistant",
"content": "A18.6 — Tuberculo... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Burn of unspecified degree of right axilla, sequela"
},
{
"role": "assistant",
"content": "T2... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Contusion and laceration of cerebrum, unspecified, with loss of consciousness of 31 minutes to 59 minutes... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Breakdown (mechanical) of ventricular intracranial (communicating) shunt, initial encounter"
},
{
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Unspecified disorders of lactation"
},
{
"role": "assistant",
"content": "O92.70 — Unspecifie... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Sickle-cell thalassemia, unspecified, with splenic sequestration"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Sepsis due to Methicillin resistant Staphylococcus aureus"
},
{
"role": "assistant",
"content... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Vesicoureteral-reflux with reflux nephropathy without hydroureter, unilateral"
},
{
"role": "assi... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Salter-Harris Type III physeal fracture of lower end of left tibia, sequela"
},
{
"role": "assist... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "War operations involving explosion of depth-charge, civilian, initial encounter"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Fistula, unspecified shoulder"
},
{
"role": "assistant",
"content": "M25.119 — Fistula, unspe... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Patient's unintentional underdosing of medication regimen due to age-related debility"
},
{
"role... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Nondisplaced fracture of medial condyle of left tibia, subsequent encounter for open fracture type IIIA, ... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Calculus of gallbladder and bile duct with cholecystitis, unspecified, without obstruction"
},
{
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Monoplegia of lower limb following unspecified cerebrovascular disease affecting left dominant side"
},... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Anterior subluxation of proximal end of tibia, left knee, sequela"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Burn of third degree of right lower leg, sequela"
},
{
"role": "assistant",
"content": "T24.3... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Superficial endometriosis of right ovary"
},
{
"role": "assistant",
"content": "N80.111 — Sup... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced segmental fracture of shaft of unspecified tibia, subsequent encounter for open fracture type I... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced fracture of head of right radius, subsequent encounter for closed fracture with malunion"
},
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Pathological fracture, left radius, subsequent encounter for fracture with routine healing"
},
{
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Unspecified injury of right renal vein, initial encounter"
},
{
"role": "assistant",
"content... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Corrosion of unspecified degree of multiple sites of right ankle and foot, subsequent encounter"
},
{... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Peripheral pterygium, stationary, right eye"
},
{
"role": "assistant",
"content": "H11.041 — ... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Salter-Harris Type I physeal fracture of unspecified metatarsal, subsequent encounter for fracture with d... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other physeal fracture of upper end of left fibula, subsequent encounter for fracture with nonunion"
},... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Wear of articular bearing surface of other internal prosthetic joint, sequela"
},
{
"role": "assi... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Contusion of middle back wall of thorax, initial encounter"
},
{
"role": "assistant",
"conten... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Corneal ectasia, left eye"
},
{
"role": "assistant",
"content": "H18.712 — Corneal ectasia, l... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Poisoning by appetite depressants, assault, initial encounter"
},
{
"role": "assistant",
"con... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Effusion, unspecified shoulder"
},
{
"role": "assistant",
"content": "M25.419 — Effusion, uns... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Laceration with foreign body of larynx, initial encounter"
},
{
"role": "assistant",
"content... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Azoospermia due to radiation"
},
{
"role": "assistant",
"content": "N46.024 — Azoospermia due... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other meniscus derangements, other lateral meniscus, left knee"
},
{
"role": "assistant",
"co... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other psychoactive substance dependence with psychoactive substance-induced persisting amnestic disorder"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Laceration with foreign body of unspecified finger with damage to nail, sequela"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other injury of other specified muscles, fascia and tendons at wrist and hand level, unspecified hand, su... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Leakage of other urinary catheter, subsequent encounter"
},
{
"role": "assistant",
"content":... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Pressure ulcer of right buttock, unstageable"
},
{
"role": "assistant",
"content": "L89.310 —... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Dislocation of T7/T8 thoracic vertebra, sequela"
},
{
"role": "assistant",
"content": "S23.14... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Laceration of sigmoid colon, subsequent encounter"
},
{
"role": "assistant",
"content": "S36.... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Insect bite (nonvenomous) of right wrist, sequela"
},
{
"role": "assistant",
"content": "S60.... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Poisoning by unspecified agents primarily acting on the respiratory system, intentional self-harm, subseq... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other specified fracture of left pubis, initial encounter for open fracture"
},
{
"role": "assist... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Pathological fracture in neoplastic disease, unspecified femur, subsequent encounter for fracture with ma... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Corrosion of second degree of right upper arm, sequela"
},
{
"role": "assistant",
"content": ... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Coma scale, eyes open, spontaneous, at hospital admission"
},
{
"role": "assistant",
"content... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Obstruction due to foreign body accidentally left in body following kidney dialysis, initial encounter"
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Contusion of fallopian tube, bilateral, initial encounter"
},
{
"role": "assistant",
"content... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Benign lipomatous neoplasm of skin and subcutaneous tissue of left leg"
},
{
"role": "assistant",... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Abrasion of breast, right breast, initial encounter"
},
{
"role": "assistant",
"content": "S2... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Diffuse cholesteatosis, unspecified ear"
},
{
"role": "assistant",
"content": "H71.30 — Diffu... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Down syndrome, unspecified"
},
{
"role": "assistant",
"content": "Q90.9 — Down syndrome, unsp... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Salter-Harris Type III physeal fracture of left metatarsal, initial encounter for closed fracture"
},
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Underdosing of 4-Aminophenol derivatives, initial encounter"
},
{
"role": "assistant",
"conte... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced fracture of medial condyle of left tibia, subsequent encounter for closed fracture with malunio... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Adverse effect of vitamins, initial encounter"
},
{
"role": "assistant",
"content": "T45.2X5A... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Toxic effect of unspecified corrosive substance, intentional self-harm, initial encounter"
},
{
"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other specified injury of right pulmonary blood vessels, sequela"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Corpus luteum cyst of right ovary"
},
{
"role": "assistant",
"content": "N83.11 — Corpus lute... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Traumatic hemorrhage of right cerebrum with loss of consciousness greater than 24 hours with return to pr... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Jaw pain"
},
{
"role": "assistant",
"content": "R68.84 — Jaw pain"
}
] |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Pathological fracture, unspecified shoulder, subsequent encounter for fracture with routine healing"
},... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Cranial nerve disorders in diseases classified elsewhere"
},
{
"role": "assistant",
"content"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Corrosion of third degree of left knee, subsequent encounter"
},
{
"role": "assistant",
"cont... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other specified injury of muscle and tendon of long extensor muscle of toe at ankle and foot level, unspe... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Nondisplaced spiral fracture of shaft of unspecified femur, subsequent encounter for open fracture type I... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Hemorrhagic choroidal detachment, left eye"
},
{
"role": "assistant",
"content": "H31.412 — H... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Tracheobronchial hemorrhage originating in the perinatal period"
},
{
"role": "assistant",
"c... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Infection and inflammatory reaction due to internal fixation device of left humerus, initial encounter"
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Displaced other fracture of tuberosity of left calcaneus, initial encounter for open fracture"
},
{
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Laceration of vein at forearm level, left arm, initial encounter"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Maternal care for anti-D [Rh] antibodies, unspecified trimester, fetus 2"
},
{
"role": "assistant... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Other disorders of bone development and growth, unspecified humerus"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Unspecified helicopter accident injuring occupant, initial encounter"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Kyphoscoliotic heart disease"
},
{
"role": "assistant",
"content": "I27.1 — Kyphoscoliotic he... |
[
{
"role": "system",
"content": "You are a certified medical coder. Given a clinical description, return the most accurate ICD-10-CM code with justification."
},
{
"role": "user",
"content": "Breakdown (mechanical) of breast prosthesis and implant, subsequent encounter"
},
{
"role": "assi... |
End of preview. Expand in Data Studio
ICD-10-CM Medical Coder
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
Maps clinical descriptions to ICD-10-CM codes
Why download this
Fine-tune LLMs to automatically assign ICD-10-CM codes from clinical text. Useful for EHR automation, medical coding assistants, and clinical NLP pipelines.
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": "Patient presents with uncontrolled type 2 diabetes with diabetic nephropathy."},
{"role": "assistant", "content": "E11.65 — Type 2 diabetes mellitus with hyperglycemia
Secondary: N08 — Glomerular disorders in diseases classified elsewhere"}
]
}
Data source
CMS FY2026 ICD-10-CM Tabular Order (97k billable codes) → 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
Medical coders, clinical NLP engineers, health informatics researchers, EHR vendors.
Quick start
from datasets import load_dataset
ds = load_dataset("AmareshHebbar/icd10-coder-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/icd10-coder-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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