Pith Number

pith:SPPDH3CO

pith:2022:SPPDH3COJVSXSKL6CGMZ4CDTT2

not attested not anchored not stored refs pending

Large Language Models Encode Clinical Knowledge

Aakanksha Chowdhery, Ajay Tanwani, Alan Karthikesalingam, Alvin Rajkomar, Blaise Aguera y Arcas, Chris Kelly, Christopher Semturs, Dale Webster, Greg S. Corrado, Heather Cole-Lewis, Hyung Won Chung, Jason Wei, Joelle Barral, Juraj Gottweis, Karan Singhal, Katherine Chou, Martin Seneviratne, Nathaneal Scharli, Nathan Scales, Nenad Tomasev, Paul Gamble, Perry Payne, Philip Mansfield, Shekoofeh Azizi, S. Sara Mahdavi, Stephen Pfohl, Tao Tu, Vivek Natarajan, Yossi Matias, Yun Liu

arxiv:2212.13138 v1 · 2022-12-26 · 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{SPPDH3COJVSXSKL6CGMZ4CDTT2}

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

23 papers in Pith

LLM Doesn't Know What It Doesn't Know: Detecting Epistemic Blind Spots via Cross-Model Attribution Divergence on Clinical Tabular Data

Clinically Structured Rank-Gated LoRA for Cross-Benchmark Medical Question Answering

TriageRA-CCF: Source-Side Clinical Confidence and Coverage Signals for Adaptive Rank Budgeting in Medical LLMs

A French OSCE Dialogue Dataset and Controllable Virtual Patient System for Clinical Training

Receipt and verification

First computed	2026-07-05T05:28:17.167555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93de33ec4e4d6579297e11999e08739ea195d37da1d5ae362d6f158707ab7648

Aliases

arxiv: 2212.13138 · arxiv_version: 2212.13138v1 · doi: 10.48550/arxiv.2212.13138 · pith_short_12: SPPDH3COJVSX · pith_short_16: SPPDH3COJVSXSKL6 · pith_short_8: SPPDH3CO

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/SPPDH3COJVSXSKL6CGMZ4CDTT2 \
  | 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: 93de33ec4e4d6579297e11999e08739ea195d37da1d5ae362d6f158707ab7648

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0eed6a52166fe2947679cb6443234ddf0d168150de731c28ac9c663ab46c1c3d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-26T14:28:24Z",
    "title_canon_sha256": "1df590ae3c941e20696ca9fcfea8716917243676cb2a98fef7067f3fe13fd5c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.13138",
    "kind": "arxiv",
    "version": 1
  }
}