Pith Number

pith:PUU4R7QS

pith:2022:PUU4R7QSJ7LXUBNON52RRWX4TH

not attested not anchored not stored refs pending

Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation

Brennan Nichyporuk, Douglas L. Arnold, Jean-Pierre R. Falet, Jillian Cardinell, Justin Szeto, Raghav Mehta, Sotirios A. Tsaftaris, Tal Arbel

arxiv:2210.17398 v3 · 2022-10-31 · cs.CV · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PUU4R7QSJ7LXUBNON52RRWX4TH}

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

Temporal Inversion for Learning Interval Change in Chest X-Rays

Receipt and verification

First computed	2026-07-05T05:24:44.557898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d29c8fe124fd77a05ae6f7518dafc99d9b938647c1c40cb40b475f015c298cf

Aliases

arxiv: 2210.17398 · arxiv_version: 2210.17398v3 · doi: 10.48550/arxiv.2210.17398 · pith_short_12: PUU4R7QSJ7LX · pith_short_16: PUU4R7QSJ7LXUBNO · pith_short_8: PUU4R7QS

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/PUU4R7QSJ7LXUBNON52RRWX4TH \
  | 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: 7d29c8fe124fd77a05ae6f7518dafc99d9b938647c1c40cb40b475f015c298cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e168bb5b613ae2a05d799dbbf4da5bec3dc468f571ec327af1903cf9c85d9573",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-31T15:28:49Z",
    "title_canon_sha256": "d7a04eec31f907dade4aa85b858c5ac2c896024e6c17e7bd817cbe5a4bd61d68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.17398",
    "kind": "arxiv",
    "version": 3
  }
}