Pith Number

pith:DWJAWTLC

pith:2025:DWJAWTLCZXFYJRWCHQSULNLS3B

not attested not anchored not stored refs pending

Open Foundation Models in Healthcare: Challenges, Paradoxes, and Opportunities with GenAI Driven Personalized Prescription

Adnan Qayyum, Ala Al-Fuqaha, Ilhem Berrou, Junaid Qadir, Mahdi Alkaeed, Mohamad Abdallah, Muhammad Bilal, Sofiat Abioye, Yosra Magdi Mekki

arxiv:2502.04356 v1 · 2025-02-04 · 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{DWJAWTLCZXFYJRWCHQSULNLS3B}

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	2026-07-05T10:10:50.227911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d920b4d62cdcb84c6c23c2545b572d8617d21951b2322b7615e2d568886665e

Aliases

arxiv: 2502.04356 · arxiv_version: 2502.04356v1 · doi: 10.48550/arxiv.2502.04356 · pith_short_12: DWJAWTLCZXFY · pith_short_16: DWJAWTLCZXFYJRWC · pith_short_8: DWJAWTLC

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/DWJAWTLCZXFYJRWCHQSULNLS3B \
  | 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: 1d920b4d62cdcb84c6c23c2545b572d8617d21951b2322b7615e2d568886665e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bda3f2bebe17dc50342e7022a4bbd31c0bbd53c53e5623d2934861ddae42e9c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-04T19:16:56Z",
    "title_canon_sha256": "d8c1f3845c6029e072175d94e88313364c9dab9750a98df449474553bae05277"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04356",
    "kind": "arxiv",
    "version": 1
  }
}