Pith Number

pith:F6KD7WUR

pith:2024:F6KD7WURIIWC2JUQ5OCCTFV6JK

not attested not anchored not stored refs pending

A Supervised Machine Learning Approach for Assessing Grant Peer Review Reports

Alberto de Le\'on, Anne Jorstad, Gabriel Okasa, Katrin Milzow, Matthias Egger, Michaela Strinzel, Stefan M\"uller

arxiv:2411.16662 v2 · 2024-11-25 · econ.EM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6KD7WURIIWC2JUQ5OCCTFV6JK}

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	2026-07-05T09:51:38.726677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f943fda91422c2d2690eb842996be4a9e0ef8941ec29cf2d00b6bc82656ee8a

Aliases

arxiv: 2411.16662 · arxiv_version: 2411.16662v2 · doi: 10.48550/arxiv.2411.16662 · pith_short_12: F6KD7WURIIWC · pith_short_16: F6KD7WURIIWC2JUQ · pith_short_8: F6KD7WUR

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/F6KD7WURIIWC2JUQ5OCCTFV6JK \
  | 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: 2f943fda91422c2d2690eb842996be4a9e0ef8941ec29cf2d00b6bc82656ee8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acdff6312577f6262984dfdb32e98a0688cc6dae43c1b3a57a0ccba7a560c0cf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2024-11-25T18:46:34Z",
    "title_canon_sha256": "cba39bcd59c55944050805f192f142f090417e8ffdfe0e7ea2527bb90a474158"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16662",
    "kind": "arxiv",
    "version": 2
  }
}