Pith Number

pith:EHX7FD32

pith:2026:EHX7FD32JHYD3DGF5HBWM47DU6

not attested not anchored not stored refs pending

Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs

Charles Senteio, Kaushik Madapati, Leo Anthony Celi, Mahri Kadyrova, Nikhil Jaiswal, Paula Maurutto, Pritika Vig, Rahul Gorijavolu, Rawan Abulibdeh, Zeamanuel Hailu Tesfaye

arxiv:2606.08483 v1 · 2026-06-07 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EHX7FD32JHYD3DGF5HBWM47DU6}

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	2026-06-09T01:05:37.960457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21eff28f7a49f03d8cc5e9c36673e3a7a83f83103f2dbb8485be8ba281640146

Aliases

arxiv: 2606.08483 · arxiv_version: 2606.08483v1 · doi: 10.48550/arxiv.2606.08483 · pith_short_12: EHX7FD32JHYD · pith_short_16: EHX7FD32JHYD3DGF · pith_short_8: EHX7FD32

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/EHX7FD32JHYD3DGF5HBWM47DU6 \
  | 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: 21eff28f7a49f03d8cc5e9c36673e3a7a83f83103f2dbb8485be8ba281640146

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3a42cefebcb7b38c6e12d959852e40691ade3cc4e99942320af2bcda5f8f0ef",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-07T07:01:15Z",
    "title_canon_sha256": "78c078ebe338b15e6bfbe6071c37868538b93857997a4c131bc5a3f3b7a0f791"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08483",
    "kind": "arxiv",
    "version": 1
  }
}