Pith Number

pith:WXT2UH52

pith:2025:WXT2UH52ZMMZ57PJSCJJLDZ3PQ

not attested not anchored not stored refs pending

Beyond Correlation: Towards Causal Large Language Model Agents in Biomedicine

Adib Bazgir, Amir Habibdoust Lafmajani, Yuwen Zhang

arxiv:2505.16982 v1 · 2025-05-22 · cs.AI · physics.med-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WXT2UH52ZMMZ57PJSCJJLDZ3PQ}

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	2026-07-05T11:07:44.194150Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5e7aa1fbacb199efde99092958f3b7c1d851cf35c6cf593768a104a35288d77

Aliases

arxiv: 2505.16982 · arxiv_version: 2505.16982v1 · doi: 10.48550/arxiv.2505.16982 · pith_short_12: WXT2UH52ZMMZ · pith_short_16: WXT2UH52ZMMZ57PJ · pith_short_8: WXT2UH52

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/WXT2UH52ZMMZ57PJSCJJLDZ3PQ \
  | 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: b5e7aa1fbacb199efde99092958f3b7c1d851cf35c6cf593768a104a35288d77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e186a1a216f65140c58f76f8373a4d0ece318fa63dbea753b1da31795b0318a",
    "cross_cats_sorted": [
      "physics.med-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-22T17:52:59Z",
    "title_canon_sha256": "bcf22cd153e40e30686829a60bf332ceab40a5cc945e8b835d747476d126aae1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16982",
    "kind": "arxiv",
    "version": 1
  }
}