Pith Number

pith:VHWCY54E

pith:2025:VHWCY54EYC2PFAPPKCDPBDMS2J

not attested not anchored not stored refs pending

Teaching large language models to reason like expert diagnosticians

Aashna P. Shah, Adam Rodman, Andrew Sanchez, Andrew S. Lea, Arjun K. Manrai, Bita Behrouzi, Byron Crowe, Daniel Restrepo, Emily Glanton, Eric S. Rosenberg, Jacob Dockterman, Jacob M. Koshy, James A. Diao, Jason Gusdorf, Kimberly LeBlanc, Marinka Zitnik, Muzzammil Muhammad, Peter G. Brodeur, Raja-Elie E. Abdulnour, Riccardo Conci, Sarah Ohnigian, Scott H. Podolsky, Sourik Beltr\'an, Thomas A. Buckley, Undiagnosed Diseases Network, Zahir Kanjee

arxiv:2509.12194 v2 · 2025-09-15 · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VHWCY54EYC2PFAPPKCDPBDMS2J}

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	2026-05-26T02:03:55.063900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9ec2c7784c0b4f281ef5086f08d92d2586bccfa9e7a117bbc095708f4b99dd4

Aliases

arxiv: 2509.12194 · arxiv_version: 2509.12194v2 · doi: 10.48550/arxiv.2509.12194 · pith_short_12: VHWCY54EYC2P · pith_short_16: VHWCY54EYC2PFAPP · pith_short_8: VHWCY54E

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/VHWCY54EYC2PFAPPKCDPBDMS2J \
  | 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: a9ec2c7784c0b4f281ef5086f08d92d2586bccfa9e7a117bbc095708f4b99dd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "676469ed95b3f0d93127a96850eeafe5f0ee1a98dd3aa2cda01865dc8a44a2f9",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-15T17:54:51Z",
    "title_canon_sha256": "91a58cfa37fa9cec58dacd70118a3fdeb6548496f351fd729d22bbd903bb84f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.12194",
    "kind": "arxiv",
    "version": 2
  }
}