Pith Number

pith:5VQ7IJIM

pith:2025:5VQ7IJIMX37J3X3542IXZAI4NU

not attested not anchored not stored refs pending

Adaptive multi-wave sampling for efficient chart validation

Georg Hahn, Sebastian Schneeweiss, Shirley Wang

arxiv:2503.06308 v1 · 2025-03-08 · stat.AP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5VQ7IJIMX37J3X3542IXZAI4NU}

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

A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies

Receipt and verification

First computed	2026-07-05T10:27:30.395902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed61f4250cbefe9ddf7de6917c811c6d2135bd3b987bb5d41093c7e344212a85

Aliases

arxiv: 2503.06308 · arxiv_version: 2503.06308v1 · doi: 10.48550/arxiv.2503.06308 · pith_short_12: 5VQ7IJIMX37J · pith_short_16: 5VQ7IJIMX37J3X35 · pith_short_8: 5VQ7IJIM

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/5VQ7IJIMX37J3X3542IXZAI4NU \
  | 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: ed61f4250cbefe9ddf7de6917c811c6d2135bd3b987bb5d41093c7e344212a85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98b99e8ae2998beb164dde22cf85cd7cba5130cfede777b55bb1fe0d0db3ed1a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2025-03-08T18:54:36Z",
    "title_canon_sha256": "3776ec026c79058a1abaec1a7f69adb85b76831d61b46dd08ad9963ddfe75473"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06308",
    "kind": "arxiv",
    "version": 1
  }
}