Pith Number

pith:DHMH355X

pith:2021:DHMH355X3B2UABMCQSEBPIJ5OU

not attested not anchored not stored refs pending

Automatic quality control framework for more reliable integration of machine learning-based image segmentation into medical workflows

Alberto Merola, Daniel Lichterfeld, Elena Williams, Evelyn Medawar, Ingo Roeder, Janis Reinelt, Kersten Villringer, Konstantin Thierbach, Maria del C. Vald\'es Hern\'andez, Nico Scherf, Paul Glad Mihai, Sebastian Niehaus

arxiv:2112.03277 v2 · 2021-12-06 · eess.IV · cs.AI · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DHMH355X3B2UABMCQSEBPIJ5OU}

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	2026-07-05T05:26:03.409392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19d87df7b7d875400582848817a13d7529fdd8a34b4a5c61e3b51c0547fa8d99

Aliases

arxiv: 2112.03277 · arxiv_version: 2112.03277v2 · doi: 10.48550/arxiv.2112.03277 · pith_short_12: DHMH355X3B2U · pith_short_16: DHMH355X3B2UABMC · pith_short_8: DHMH355X

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/DHMH355X3B2UABMCQSEBPIJ5OU \
  | 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: 19d87df7b7d875400582848817a13d7529fdd8a34b4a5c61e3b51c0547fa8d99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7dd128d505ed86256b1c0dce5e6bc5a80588c7dbc546ffeb06098acb1a225525",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2021-12-06T16:30:43Z",
    "title_canon_sha256": "796432e10a7808f93875a6b71e52bab3f991a9ae568b5c817988a4f4b1127690"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03277",
    "kind": "arxiv",
    "version": 2
  }
}