Pith Number

pith:KVJZOCCF

pith:2026:KVJZOCCFNVFDGGIGE3VO5IC6L7

not attested not anchored not stored refs pending

Medical Heuristic Learning: An LLM-Driven Framework for Interpretable and Auditable Clinical Decision Rules

Gang Luo, Jing Wang, Kefeng Li, Keli Zheng, Ke Yang, Lingyan Hu, Wei Xu

arxiv:2606.16337 v2 · 2026-06-15 · cs.AI · cs.HC · 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{KVJZOCCFNVFDGGIGE3VO5IC6L7}

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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	2026-06-19T16:10:40.272516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55539708456d4a33190626eaeea05e5fd71de1f8cc51d38c63d66afeb3a859e5

Aliases

arxiv: 2606.16337 · arxiv_version: 2606.16337v2 · doi: 10.48550/arxiv.2606.16337 · pith_short_12: KVJZOCCFNVFD · pith_short_16: KVJZOCCFNVFDGGIG · pith_short_8: KVJZOCCF

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/KVJZOCCFNVFDGGIGE3VO5IC6L7 \
  | 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: 55539708456d4a33190626eaeea05e5fd71de1f8cc51d38c63d66afeb3a859e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1caab1c72b8df31e03143364bc0a5a6ad59bc16366130a4f0381df07933460f5",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-15T07:43:06Z",
    "title_canon_sha256": "bfecb83d57860f683e1ed626b63b94d82064f58917d82a6a2b76672e0c747462"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.16337",
    "kind": "arxiv",
    "version": 2
  }
}