Pith Number

pith:K2FH32XI

pith:2018:K2FH32XINL4FYANJBFNW2W2EMU

not attested not anchored not stored refs pending

Machine learning and AI research for Patient Benefit: 20 Critical Questions on Transparency, Replicability, Ethics and Effectiveness

Adrian Jonas, Bilal A. Mateen, Chris Holmes, David Granger, Franz J Kir\'aly, Gary S Collins, Gergo Bohner, Harry Hemingway, John P.A. Ioannidis, Karel GM Moons, Katherine S.L. McAllister, Mark Birse, Pall Jonsson, Puja Myles, Rayid Ghani, Richard Branson, Sarah Cumbers, Sebastian Vollmer

arxiv:1812.10404 v1 · 2018-12-21 · cs.CY · cs.LG · stat.AP · 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{K2FH32XINL4FYANJBFNW2W2EMU}

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	2026-05-17T23:57:24.148357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

568a7deae86af85c01a9095b6d5b44652551d2a1053394e3a8a22c4fdd172fde

Aliases

arxiv: 1812.10404 · arxiv_version: 1812.10404v1 · doi: 10.48550/arxiv.1812.10404 · pith_short_12: K2FH32XINL4F · pith_short_16: K2FH32XINL4FYANJ · pith_short_8: K2FH32XI

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/K2FH32XINL4FYANJBFNW2W2EMU \
  | 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: 568a7deae86af85c01a9095b6d5b44652551d2a1053394e3a8a22c4fdd172fde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93a8fb29ee5fb94c4fe5bf3801e95f7204d9e0de0e0799abfc5d9876eb2dadd0",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2018-12-21T18:11:20Z",
    "title_canon_sha256": "89b5bffa2ecd7b4405c5cc07e8d7563a10e67e01a4ceb8313b4e03ec391d84e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.10404",
    "kind": "arxiv",
    "version": 1
  }
}