AxisMapper Medical AI Suite
Collection
16 SFT datasets for medical LLMs: ICD-10, DRG, PM-JAY, NER, radiology, and more. • 16 items • Updated
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[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0457U\nService: Pfas 9 cmpnd lcms/ms pls/sr"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0497U\nService: Onc prst8 mrna rt-pcr 6genes"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 71045\nService: X-ray exam chest 1 view"
},... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 76519\nService: Echo exam of eye"
},
{
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 73592\nService: X-ray exam of leg infant"
}... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 91319\nService: Sarscv2 vac 10mcg trs-suc im"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0256U\nService: Tma/tmao prfl ms/ms ur alg"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0543U\nService: Onc sol tum ngs dna 517 gens"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0133U\nService: Hered prst8 ca rltd do 11"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0584U\nService: Neuro csf prion prtn qual"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9526\nService: Nitrogen N-13 ammonia"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 72190\nService: X-ray exam of pelvis"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0560U\nService: Onc mrd gsa cfdna baseline"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0051U\nService: Rx mntr lc-ms/ms ur 31 pnl"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0977T\nService: Upr gi bld detcj snr capsule"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 74178\nService: Ct abd & pelv 1/>regns"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0475\nService: HIV combination assay"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 76776\nService: Us exam k transpl w/Doppler"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 77073\nService: X-rays bone length studies"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 90912\nService: Bfb training 1st 15 min"
},... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78071\nService: Parathyrd planar w/wo subtrj"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0215U\nService: Rare ds xom dna alys ea comp"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0587U\nService: Ther rx mntr 60150rx&metabl"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 92614\nService: Laryngoscopic sensory test"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0984T\nService: Iv img xtrc cere vsl oct 1st"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0471U\nService: Onc clrc ca 35 vrn kras&nras"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0480\nService: Drug test def 1-7 classes"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0379U\nService: Tgsap sl or neo dna523&rna55"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78472\nService: Gated heart planar single"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0511U\nService: Onc sol tum 3dmicroenvir 36+"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0336U\nService: Rare ds whl gen seq bld/slv"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 90749\nService: Unlisted vaccine/toxoid [only... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0019M\nService: Cv ds plasma alys prtn bmrk"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 75559\nService: Cardiac MRI w/stress img"
}... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0588U\nService: Nfct ds bct/vir 32genes mrna"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0118U\nService: Trnsplj don-drv cll-fr dna"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 77370\nService: Radiation physics consult"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0243U\nService: Ob pe biochem assay pgf alg"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0475\nService: Hiv combination assay"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0431U\nService: Gly rcptr alpha1 igg srm/csf"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 91322\nService: Sarscov2 vac 50 mcg/0.5ml im"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 72130\nService: Ct chest spine w/o & w/dye"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0723T\nService: Qmrcp w/o dx mri sm anat ses"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0148\nService: Scr c/v cyto, autosys, rescr"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: U0001\nService: 2019-ncov diagnostic p"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0288U\nService: Onc lung mrna quan pcr 11&3"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0141U\nService: Nfct ds bact&fng gram pos"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 93981\nService: Penile vascular study"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0060U\nService: Twn zyg gen seq alys chrms2"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0074U\nService: Cyp2d6 nonduplicated gene"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 79101\nService: Nuclear rx iv admin"
},
{... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0255U\nService: Andrology infertility assmt"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0425U\nService: Genom rpd seq alys ea cmprtr"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78291\nService: Leveen/shunt patency exam"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0447U\nService: Ai ds sle alys 11 cytokine"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0247U\nService: Ob prtrm brth ibp4 shbg meas"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9540\nService: Tc99m MAA"
},
{
"role... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 93304\nService: Echo transthoracic"
},
{
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9542\nService: In111 ibritumomab, dx"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0555U\nService: Repr med pga embryonic te qc"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9569\nService: Technetium TC-99m auto WBC"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0230U\nService: Ar full sequence analysis"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 70488\nService: Ct maxillofacial w/o & w/dye"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 92508\nService: Speech/hearing therapy"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 72192\nService: Ct pelvis w/o dye"
},
{
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0181U\nService: Co gnotyp aqp1 exon 1"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78580\nService: Lung perfusion imaging"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0640T\nService: Ncntc ifr spctrsc o/t pad 1"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0486U\nService: Onc pan sol tum ngs cfctdna"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9607\nService: Lutetium lu 177 vipivotide"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0433\nService: Elisa hiv-1/hiv-2 screen"
}... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 90687\nService: IIV4 vacc splt 0.25 ml im"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78201\nService: Liver imaging"
},
{
"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0432\nService: Eia hiv-1/hiv-2 screen"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0572U\nService: Onc prst8 httl qfish whl bld"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 70370\nService: Throat x-ray & fluoroscopy"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9513\nService: Lutetium Lu 177 dotatat ther"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0468U\nService: Hep nash mir34a5p a2m ykl40"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78660\nService: Nuclear exam of tear flow"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 97607\nService: Neg press wnd tx </=50 sq cm"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0534U\nService: Onc prst8 mirna snp 32 vrnt"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9516\nService: Iodine I-123 sod iodide mic"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 90684\nService: Pcv21 vaccine im"
},
{
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0330T\nService: Tear film img uni/bi w/i&r"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 78072\nService: Parathyrd planar w/spect&ct"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: G0451\nService: Development test interp & rep... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 76377\nService: 3d rendering w/postprocess"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: P9612\nService: Catheterize for urine spec"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 72158\nService: Mri lumbar spine w/o & w/dye"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 76800\nService: Us exam spinal canal"
},
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 90747\nService: Hepb vacc 4 dose immunsup im"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0500U\nService: Autoinflam ds vexas synd dna"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: C8004\nService: Sim ang w/prs cath rad emb"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 79445\nService: Nuclear rx intra-arterial"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0568U\nService: Neurol dementia bamyl ptau"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: A9596\nService: Gallium illuccix 1 millicure"... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0721T\nService: Quan ct tiss charac w/o ct"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 82951\nService: Glucose tolerance test (GTT) ... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 0054U\nService: Rx mntr 14+ drugs & sbsts"
... |
[
{
"role": "system",
"content": "You are an insurance coverage specialist. Given a CPT/HCPCS code and service description, classify its Designated Health Service (DHS) category under Stark Law Section 1877."
},
{
"role": "user",
"content": "CPT/HCPCS: 77046\nService: Mri breast c-unilateral"
},... |
End of preview. Expand in Data Studio
Insurance Coverage Classifier (Stark Law DHS)
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
CPT/HCPCS codes → Stark Law DHS classification + compliance notes
Why download this
Compliance automation for physician self-referral rules. Identify which services are Designated Health Services under Stark Law Section 1877. Essential for hospital compliance teams.
Dataset stats
| Split | Rows |
|---|---|
| Train | 0 |
| Validation | 0 |
| Test | 0 |
| Total | 0 |
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": "CPT/HCPCS: 86890
Service: Autologous blood process"},
{"role": "assistant", "content": "Code: 86890
Stark Law: DESIGNATED HEALTH SERVICE (DHS)
Note: Self-referral restrictions apply under Section 1877. Verify applicable exceptions before billing."}
]
}
Data source
CMS HCPCS 2026 Stark Law Designated Health Services code list → https://www.cms.gov/medicare/coding-billing/hcpcs-codes/annual-release
All data is extracted from authoritative public sources. No LLM-generated or synthetic content.
Who should use this
Hospital compliance officers, healthcare attorneys, revenue integrity teams, health system legal departments.
Quick start
from datasets import load_dataset
ds = load_dataset("AmareshHebbar/insurance-classifier-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/insurance-classifier-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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