Pith Number

pith:IO2PFXJZ

pith:2025:IO2PFXJZL6PFUBRGYGNZIZSXIT

not attested not anchored not stored refs pending

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

Bashar Ramadan, Brett K. Beaulieu-Jones, Luke Solo, Michael C. Burkhart, William F. Parker

arxiv:2507.22798 v1 · 2025-07-30 · 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{IO2PFXJZL6PFUBRGYGNZIZSXIT}

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	2026-07-05T11:45:49.225718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43b4f2dd395f9e5a0626c19b94665744c18ec29c1b5a3630bc59c114eb56981e

Aliases

arxiv: 2507.22798 · arxiv_version: 2507.22798v1 · doi: 10.48550/arxiv.2507.22798 · pith_short_12: IO2PFXJZL6PF · pith_short_16: IO2PFXJZL6PFUBRG · pith_short_8: IO2PFXJZ

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/IO2PFXJZL6PFUBRGYGNZIZSXIT \
  | 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: 43b4f2dd395f9e5a0626c19b94665744c18ec29c1b5a3630bc59c114eb56981e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d601baf168d5932fab3b7dd493e9b91dbd5ef099338ead11d7126f3d5a18c417",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-30T16:01:18Z",
    "title_canon_sha256": "38218e5e987f40a555f275594b4220ac8cb58901eb8a52c8ea54e98fba59cd7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22798",
    "kind": "arxiv",
    "version": 1
  }
}