Pith. sign in
Pith Number

pith:XCNYG3TS

pith:2025:XCNYG3TSMSIETIUDJXNK4Y77LF
not attested not anchored not stored refs pending

Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble

Ahmed Nasser, Ahmed Omar, Amit Kumthekar, Bhargav Patel, Chaitanya Gharpure, Henry Duong, Michael Magnoli, Yevgen Reztzov, Zion Tilley

arxiv:2505.23075 v2 · 2025-05-29 · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XCNYG3TSMSIETIUDJXNK4Y77LF}

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 2026-07-05T11:25:11.380873Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b89b836e72649049a2834ddaae63ff596b713008a6da22e679413fee52043855

Aliases

arxiv: 2505.23075 · arxiv_version: 2505.23075v2 · doi: 10.48550/arxiv.2505.23075 · pith_short_12: XCNYG3TSMSIE · pith_short_16: XCNYG3TSMSIETIUD · pith_short_8: XCNYG3TS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XCNYG3TSMSIETIUDJXNK4Y77LF \
  | 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: b89b836e72649049a2834ddaae63ff596b713008a6da22e679413fee52043855
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c015d2594822cbdca465c71598ce193b1927f19bb078fef3f75c745e84948803",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-29T04:29:22Z",
    "title_canon_sha256": "9a4584e1e0d6a2854c74e6800dfc58e6aac1d53c9d968b08c8402e3533e53933"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23075",
    "kind": "arxiv",
    "version": 2
  }
}