Pith Number

pith:Y2MXRA7R

pith:2025:Y2MXRA7RMVKDOSOLBH6MJZZ6RN

not attested not anchored not stored refs pending

Practical Design and Benchmarking of Generative AI Applications for Surgical Billing and Coding

5, 6), Alessandro Martinino (6), Allan D. Kirk (1), Andreas Seas (4, Bruce Rogers (1), Daniel Buckland (2), E. Shelley Hwang (1), Hamed Zaribafzadeh (1), Jennifer Gagnon (1), Jennifer Nicholson (3), Jim Bennett (1), John C. Rollman (1), Linda Cendales (1), Lindsay Jennings (3), Nandan Lad (4), Ozanan Meireles (1), Ursula Rogers (1)

arxiv:2501.05479 v1 · 2025-01-07 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y2MXRA7RMVKDOSOLBH6MJZZ6RN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T09:59:24.055719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6997883f165543749cb09fcc4e73e8b4701dc1372317bff0d37d78d8facfb49

Aliases

arxiv: 2501.05479 · arxiv_version: 2501.05479v1 · doi: 10.48550/arxiv.2501.05479 · pith_short_12: Y2MXRA7RMVKD · pith_short_16: Y2MXRA7RMVKDOSOL · pith_short_8: Y2MXRA7R

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y2MXRA7RMVKDOSOLBH6MJZZ6RN \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c6997883f165543749cb09fcc4e73e8b4701dc1372317bff0d37d78d8facfb49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "417b87b9d17f0dacce8914ed41d10e1450734aa652a7f90ba31ed9c82d30d891",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-07T17:11:12Z",
    "title_canon_sha256": "5775cf7936b4be67a86adca18b3d0f5c02ca62b66fef4728e840eae6e43cb7ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05479",
    "kind": "arxiv",
    "version": 1
  }
}