Pith Number

pith:WRZ77JKF

pith:2025:WRZ77JKF433TFLSJ3G7WJXYELB

not attested not anchored not stored refs pending

Foundation Model of Electronic Medical Records for Adaptive Risk Estimation

Anthony E. Samir, Arkadiusz Sitek, David W. Bates, Deirdre Goode, Jaroslaw Was, Jonathan W. Cunningham, Matthew B. A. McDermott, Michal K. Grzeszczyk, Nassim Oufattole, Pawel Renc, Szymon Bieganski, Yugang Jia

arxiv:2502.06124 v4 · 2025-02-10 · cs.LG · 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{WRZ77JKF433TFLSJ3G7WJXYELB}

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.

Cited by

1 paper in Pith

Quantifying surprise in clinical care: Detecting highly informative events in electronic health records with foundation models

Receipt and verification

First computed	2026-07-05T11:49:06.985162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b473ffa545e6f732ae49d9bf64df04585a8ce642fff8d4761320e80446889e13

Aliases

arxiv: 2502.06124 · arxiv_version: 2502.06124v4 · doi: 10.48550/arxiv.2502.06124 · pith_short_12: WRZ77JKF433T · pith_short_16: WRZ77JKF433TFLSJ · pith_short_8: WRZ77JKF

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/WRZ77JKF433TFLSJ3G7WJXYELB \
  | 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: b473ffa545e6f732ae49d9bf64df04585a8ce642fff8d4761320e80446889e13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12dd3b4633e3e5969314581aee67ab9405ab612ddbc7203679308d62c8f0be4d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T03:22:39Z",
    "title_canon_sha256": "e0a9e83dcbb45da2fe1d73c77ab1f93e71817bf1ff04ab3dda75eb6ec1d14658"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06124",
    "kind": "arxiv",
    "version": 4
  }
}