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 radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 65-year-old male was admitted to the trauma service after a mechanical fall down fr... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThis case report will focus on a 39-year-old male with a smoking history of one pack ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 55-year-old white man, presented with an 8 week history of pain and non-fluctuant s... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 32-year-old Kashmiri woman was referred to our hospital with chief complaints of he... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 23-year-old man with a healthy appearance (170 cm, 57 kg) was referred to our clini... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nWe report a case of bilateral-altitude retinopathy with vitreous hemorrhage in the le... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 65-year-old man with severe chronic obstructive pulmonary disease (COPD) was admitt... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 32-year-old multiparous woman was admitted at 37 2/7 weeks for induction of labor f... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 15-year-old male patient was admitted to pediatric neurology outpatient clinic for ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 22-year-old man was referred to this hospital with manifestations of shunt malfunct... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nApproximately 2 years ago, a 30-year-old female, with no history of breast surgery, i... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 69-year-old man was brought to our emergency department after collapsing at home fo... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe patient's mother was 36 years old, with a total of 5 pregnancies and 1 live birth... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 72-year-old Caucasian female patient was referred to the respiratory clinic with a ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nAn 84-year old male presented with shortness of breath during ordinary daily physical... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 35-year-old primipara with a dichorionic twin pregnancy came for a scheduled scan a... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 48-year-old man presented with radiating pain to lower thoracic region for two year... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 72-year-old man was referred to our hospital because of progressive cognitive impai... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 62-year-old Italian-American male presented to our nationally accredited Breast Cen... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 30-year-old male visited a local doctor due to the onset of coughing with sputum. H... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 22-year-old female patient visited the outpatient department with a complaint of pa... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 57-year-old woman developed type 1 CRPS below the ankle after a pedestrian-motor ve... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nAn 8-year-old male presented for one week of feculent emesis. In the week prior to hi... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 50-year-old female was admitted with a paroxysmal boring pain in the left parietal ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 47-year-old male with hypertension and insulin-dependent diabetes complicated by en... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 73-year-old woman was referred to our hospital for abdominal swelling and vomiting,... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 62-year-old man, who had known T3, N4, M0, Stage IVa squamous cell carcinoma of the... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 58-year-old (gravida 2, para 2) woman presented the nearby hospital complaining of ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 62-year-old Caucasian male with a history of successfully treated hepatitis C and C... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nAn 11-year old female came to the clinic after her parents complained of missing lowe... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 62-year-old woman presented to the emergency department reporting several days of a... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe patient, a 40-year-old male, presented to our clinic with a history of right knee... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 69-year-old female with history of type 2 diabetes, hypertension and dyslipidemia c... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nMr P was a married man in his 40s with one child. He had served in the UK army and wa... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nAn 18-year-old Chinese male accompanied by his parents sought a consultation at the N... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nIn May 2008 a 56-year-old man presented at our outpatient clinic with a two month his... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 35-year-old male patient presented with abdominal and lower extremity swellings. He... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 57-year-old South Asian man presented with a painless, nodular lesion (1 cm × 0.5 c... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 37-year-old Hispanic woman without a significant past medical history presented to ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 22 year old Sri Lankan Sinhala male who was being treated for steroid sensitive chi... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 3-year-old female who had been followed with the diagnosis of PIL for 2 years was c... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nWe report the case of a 3-month-old male infant with bilateral corneal opacity since ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 21-years-old Caucasian woman presented to a private dental clinic with a chief comp... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 20-year-old female was symptomatic with blood-admixed loose stools off and on for 2... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe patient is a 46-year-old female with SCC of the breast. She initially had silicon... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 40-year-old homeless female presented from an outlying facility with chills and bod... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 20-year-old male was admitted by the urology team after being referred by his GP wi... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 45-year-old male with no known history of cancer presented to our institution with ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 58-year-old woman experienced sudden deterioration of vision in her right eye, 2 we... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 72-year-old, previously well, woman was found to have left ocular uveal melanoma on... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nIn September 1999, a previously healthy 47-year-old Caucasian male patient presented ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe 39-year-old female patient visited the hospital as an outpatient, complaining of ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe present patient was a 39-year-old Chinese man. After the patient started to get o... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 56-year-old man presented with a post-traumatic pseudoaneurysm of the aortic isthmu... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 24-year-old, right-handed male, machinist, with no pathological personal or family ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nPatient A.N. is an 83-year-old woman who was living in Iran in January of 2015 when s... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe patient is a 20-year-old African American female gravida 2, para 1 at 8-week-and-... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 17-year-old female patient was admitted to the hospital on September 9, 2019 with a... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 60-year-old male patient was admitted to our hospital with a 2-day history of exert... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 19-year-old woman, gravida 2, para 1, living 1, presented to the Obstetrics and Gyn... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA nineteen-year-old female patient had been referred to the orthodontist by a general... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 70-year-old woman was admitted to our hospital with a 3-day-old acute myocardial in... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 55-year-old housewife who studied till eighth standard, hailing from nuclear family... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe index patient was a 34-year old female referred to the bariatric clinic by the ge... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nG.M. (15 years-old male biker) fell during a race with outstretched hand. After the f... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 25 year-old male patient presented with a chief complaint of generalized hair loss ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 42-year-old woman presented with a 2-year history of typical angina following the o... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nClinical findings: A 48-year-old obese lady with a BMI of 40, she decided to consult ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nThe patient was a 71-year old male with history of diabetes mellitus, hypertension, e... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 45-year-old male patient reported with a gingival growth on the right anterior regi... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 48 year-old Caucasian man attended outpatients’ clinic with a six-month history of ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 16 year old male presented to our emergency department having been the victim of a ... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 45-year-old male, who was transferred from a local clinic, presented with a one mon... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 42-year-old woman, Caucasian, a housewife from the central area of Portugal, notice... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 33-year-old woman was referred to our department with unstable angina. At the age o... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 28-year-old single nulligravida Eritrean patient presented in 2013 to the emergency... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 68 year old man presented with a change in bowel habit and weight loss. General and... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 19-year-old male patient complained of shoulder pain with no trauma history. He rep... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nOur patient is a 53-year-old male who worked as a coal miner. In spring of 2017, he n... |
[
{
"role": "system",
"content": "You are a radiology coding specialist. Given a radiology report or clinical note, extract the ICD-10-CM codes for all findings."
},
{
"role": "user",
"content": "RADIOLOGY NOTE:\nA 70-year-old Caucasian man with a past medical history of hypertension, significant ... |
End of preview. Expand in Data Studio
Radiology Report ICD-10 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
Radiology reports / impressions → ICD-10-CM codes for all documented findings
Why download this
Automate radiology coding, build report-to-code pipelines for RIS/PACS integration, or train models to extract diagnosis codes from chest X-ray, CT, MRI, and ultrasound impressions.
Dataset stats
| Split | Rows |
|---|---|
| Train | 20,072 |
| Validation | 2,509 |
| Test | 2,509 |
| Total | 25,090 |
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": "IMPRESSION: 1.8cm hypoechoic nodule right thyroid lobe, TIRADS 4. Recommend FNA."},
{"role": "assistant", "content": "ICD-10-CM Coding: E04.1 — Non-toxic single thyroid nodule
Note: Add malignancy code post-biopsy if confirmed."}
]
}
Data source
AGBonnet/augmented-clinical-notes — 25k radiology-relevant clinical notes filtered by imaging keywords → https://huggingface.co/datasets/AGBonnet/augmented-clinical-notes
All data is extracted from authoritative public sources. No LLM-generated or synthetic content.
Who should use this
Radiology AI companies, RIS/PACS vendors, hospital coding departments, teleradiology platforms.
Quick start
from datasets import load_dataset
ds = load_dataset("AmareshHebbar/radiology-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/radiology-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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