Pith Number

pith:4LGZ2JMI

pith:2022:4LGZ2JMI7NFYVN74ZPXB2HC5UZ

not attested not anchored not stored refs pending

GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Aokun Chen, Cheryl Martin, Christopher A Harle, Christopher Parisien, Colin Compas, Duane A Mitchell, Elizabeth A Shenkman, Gloria Lipori, Hoo Chang Shin, Jiang Bian, Kaleb E Smith, Mona G Flores, Nima PourNejatian, Tanja Magoc, William R Hogan, Xi Yang, Ying Zhang, Yonghui Wu

arxiv:2203.03540 v3 · 2022-02-02 · cs.CL · cs.AI · 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{4LGZ2JMI7NFYVN74ZPXB2HC5UZ}

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.

Cited by

3 papers in Pith

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges

$M^3 QuestionIng$: Multi-modal Multi-span Medical Question Answering

ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook

Receipt and verification

First computed	2026-07-05T05:26:04.395637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2cd9d2588fb4b8ab7fccbee1d1c5da674a4bfbb672d1bd520b80caf21691a0b

Aliases

arxiv: 2203.03540 · arxiv_version: 2203.03540v3 · doi: 10.48550/arxiv.2203.03540 · pith_short_12: 4LGZ2JMI7NFY · pith_short_16: 4LGZ2JMI7NFYVN74 · pith_short_8: 4LGZ2JMI

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/4LGZ2JMI7NFYVN74ZPXB2HC5UZ \
  | 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: e2cd9d2588fb4b8ab7fccbee1d1c5da674a4bfbb672d1bd520b80caf21691a0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e472cca3226c5c33a8d201d585c5ff044ed6d28a7d2b018944d460114be090f1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-02-02T14:28:51Z",
    "title_canon_sha256": "51712b0f22ac0caf3e419e9fb9bc2aaab6be779c05fa7aa18621dd52073f78c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.03540",
    "kind": "arxiv",
    "version": 3
  }
}