Pith Number

pith:O4U7NJHO

pith:2023:O4U7NJHOAMR6WUPP7ATXVJY6VV

not attested not anchored not stored refs pending

Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities

Andrew P. Norgan, Ashirbani Saha, Clinton J.V. Campbell, Cynthia Lokker, Peyman Nejat, Ricardo Gonzalez

arxiv:2312.03812 v1 · 2023-12-06 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O4U7NJHOAMR6WUPP7ATXVJY6VV}

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	2026-07-05T07:21:15.352143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7729f6a4ee0323eb51eff8277aa71ead7a9adff1f0aa641b22f370f51ef4ff7a

Aliases

arxiv: 2312.03812 · arxiv_version: 2312.03812v1 · doi: 10.48550/arxiv.2312.03812 · pith_short_12: O4U7NJHOAMR6 · pith_short_16: O4U7NJHOAMR6WUPP · pith_short_8: O4U7NJHO

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/O4U7NJHOAMR6WUPP7ATXVJY6VV \
  | 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: 7729f6a4ee0323eb51eff8277aa71ead7a9adff1f0aa641b22f370f51ef4ff7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0b2be06710b3940aa134d50333ec5015621756f5c3dfa383feb4bfdcd88ff20",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-06T18:24:21Z",
    "title_canon_sha256": "2ac0aa0e41e87eb80370b05e261e9476624d9cb2adb4d7e26ef872a4a08a9113"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03812",
    "kind": "arxiv",
    "version": 1
  }
}