Pith Number

pith:DZNSNBYF

pith:2025:DZNSNBYFY5ZLB57LKR3QJQDYE4

not attested not anchored not stored refs pending

A Multi-Phase Analysis of Blood Culture Stewardship: Machine Learning Prediction, Expert Recommendation Assessment, and LLM Automation

Amy Chang, Aydin Zahedivash, Fatemeh Amrollahi, Fateme Nateghi Haredasht, Jonathan H Chen, Kameron C Black, Manoj V Maddali, Mary Kane Goldstein, MD Phar Stanley C Deresinski, Niaz Banaei, Nicholas Marshall, Stephen P. Ma, Steven M. Asch

arxiv:2504.07278 v1 · 2025-04-09 · 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{DZNSNBYFY5ZLB57LKR3QJQDYE4}

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	2026-07-05T10:47:06.282085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e5b268705c772b0f7eb547704c078273e3c010abde83ac2c9c3e2b51354192b

Aliases

arxiv: 2504.07278 · arxiv_version: 2504.07278v1 · doi: 10.48550/arxiv.2504.07278 · pith_short_12: DZNSNBYFY5ZL · pith_short_16: DZNSNBYFY5ZLB57L · pith_short_8: DZNSNBYF

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/DZNSNBYFY5ZLB57LKR3QJQDYE4 \
  | 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: 1e5b268705c772b0f7eb547704c078273e3c010abde83ac2c9c3e2b51354192b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84983eb9f32118a674f20209e0ce9d91faaef5301bc72a0d57f6e86796d83442",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-09T21:12:29Z",
    "title_canon_sha256": "009434888699f700f7de8dd2ce0abbbddfa01a27011a712e1e658acdab6ec871"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07278",
    "kind": "arxiv",
    "version": 1
  }
}