Pith Number

pith:IW6IVO2C

pith:2024:IW6IVO2CZSSRL33ZDFDDDEJI65

not attested not anchored not stored refs pending

Introducing the Large Medical Model: State of the art healthcare cost and risk prediction with transformers trained on patient event sequences

Asim Javed, David Wagner, Eric Marriott, Ethan Siegel, Flore Uzan, Ricky Sahu, Troy Yang

arxiv:2409.13000 v2 · 2024-09-19 · cs.LG · cs.AI · stat.AP · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IW6IVO2CZSSRL33ZDFDDDEJI65}

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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.

Cited by

1 paper in Pith

Foundation Models to Unlock Real-World Evidence from Nationwide Medical Claims

Receipt and verification

First computed	2026-07-05T09:44:53.398017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45bc8abb42cca515ef791946319128f769913c444e55df8b01c21101af93bfe3

Aliases

arxiv: 2409.13000 · arxiv_version: 2409.13000v2 · doi: 10.48550/arxiv.2409.13000 · pith_short_12: IW6IVO2CZSSR · pith_short_16: IW6IVO2CZSSRL33Z · pith_short_8: IW6IVO2C

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/IW6IVO2CZSSRL33ZDFDDDEJI65 \
  | 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: 45bc8abb42cca515ef791946319128f769913c444e55df8b01c21101af93bfe3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1de9633ed4bb63d9b834b6a0ea440c0745eec676f990958548ac75b06b6d71c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-19T15:38:21Z",
    "title_canon_sha256": "74bf92d1cb9d7e986cebc00e7a9176a7c66433a54742fb8775a4d672bd80bddd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.13000",
    "kind": "arxiv",
    "version": 2
  }
}