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Medical Billing Appeals v1
Medical administrative and appeal-reasoning corpus for denial classification, billing workflow extraction, and appeal drafting research.
Asset Snapshot
- Domain
- Medical Billing
- Category
- Appeals
- Version
- 1.0.0
- Records
- 385,626
- Size
- 798 MB
- Quality
- 84/100
- Fine-tune readiness
- 100/100
- Readiness label
- Fine-tune ready
- Validation
- passed
Intended Use
Research denial classification and appeal drafting assistants using non-PHI non-PHI examples.
Not Intended Use
Not medical, legal, billing, or reimbursement advice; never use with PHI without compliance review.
Schema Preview
{
"denial_code": "CO-50",
"task": "Draft a concise appeal rationale.",
"output": "Explain medical necessity using documented diagnosis and service notes."
}Example Records
[
{
"denial_code": "CO-50",
"task": "Draft a concise appeal rationale.",
"output": "Explain medical necessity using documented diagnosis and service notes."
}
]Formats and Tasks
jsonlmarkdownclassificationextractionsummarizationgpt-ossllamamistral
Fine-tuning Notes
Indexed from internal storage medical MASTER_GOLD corpus with SHA256 and record-count receipt; access remains gated for compliance review. Curated on sovereign bare-metal RTX 6000 fleet and RTX 3090 systems.
Record count, byte size, and SHA256 hash captured; PHI and redistribution review required before public file release.
Files, Hashes, and Receipts
| defendable-storage://medical_billing_appeals_v1/medical_master_gold_jsonl | jsonl | full | 798 MB | 45304fde5bcf9d49d4bd4b0e531d99f2ac9cde9dae46687e943c29aab2bc67ca |
External Storage Locations
Medical Master Gold Jsonl
defendable-storage://medical_billing_appeals_v1/medical_master_gold_jsonl
798 MB
45304fde5bcf9d49d4bd4b0e531d99f2ac9cde9dae46687e943c29aab2bc67ca
Gated dataset source. Request access before file transfer.
sha256: receipt-medical-billing-appeals-v1
Medical Billing Appeals v1 file inventory indexed with 1 file(s), 385,626 records, 837,134,357 bytes, and SHA256 receipts.
Dataset Card Preview
--- license: defendable-community-research task_categories: classification, extraction, summarization pretty_name: Medical Billing Appeals v1 --- # Medical Billing Appeals v1 Medical administrative and appeal-reasoning corpus for denial classification, billing workflow extraction, and appeal drafting research. ## Datasets - Medical Billing Appeals v1 (medical_billing_appeals_v1) - 385,626 records ## Provenance This card was generated from DefendableDatasets registry metadata. Verify SHA256 hashes before training. ## Warnings - One or more datasets use a gated research license. Review before commercial use or redistribution. - License compatibility is restricted for production fine-tuning.