Pith Number

pith:Q4IU2URF

pith:2025:Q4IU2URFGJ5EYJJ4YJR6HSR5XH

not attested not anchored not stored refs pending

OPTIC: Optimizing Patient-Provider Triaging & Improving Communications in Clinical Operations using GPT-4 Data Labeling and Model Distillation

Alberto Santamaria-Pang, Ankush Jindal, Brad Holloman, Brian Hasselfeld, Carisa Cooney, Cindy Zhang, Deanna Hanisch, Frank Tuan, Ivan Tarapov, Kimberly S. Peairs, Peter Greene, Rae Buckley, Roopa Surapur, Ross Campbell

arxiv:2503.05701 v1 · 2025-02-05 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q4IU2URFGJ5EYJJ4YJR6HSR5XH}

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	2026-07-05T10:26:44.677795Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87114d5225327a4c253cc263e3ca3db9c8dd55ce55b79910ba694ba51cb31c87

Aliases

arxiv: 2503.05701 · arxiv_version: 2503.05701v1 · doi: 10.48550/arxiv.2503.05701 · pith_short_12: Q4IU2URFGJ5E · pith_short_16: Q4IU2URFGJ5EYJJ4 · pith_short_8: Q4IU2URF

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/Q4IU2URFGJ5EYJJ4YJR6HSR5XH \
  | 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: 87114d5225327a4c253cc263e3ca3db9c8dd55ce55b79910ba694ba51cb31c87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b1f388c85d5c27f411a18a59b938e4673b54ed15482278c28775caa71d9519c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T05:49:34Z",
    "title_canon_sha256": "05f1f054022dcbc01f870694766a3730864d9e36f540b105253e45611289e3ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05701",
    "kind": "arxiv",
    "version": 1
  }
}