Pith Number

pith:MICDDZUN

pith:2022:MICDDZUN5OVLZFNPD3GHUYZKSY

not attested not anchored not stored refs pending

Monitoring machine learning (ML)-based risk prediction algorithms in the presence of confounding medical interventions

Alexej Gossmann, Berkman Sahiner, Gene Pennello, Jean Feng, Nicholas Petrick, Romain Pirracchio

arxiv:2211.09781 v2 · 2022-11-17 · stat.ML · cs.CY · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MICDDZUN5OVLZFNPD3GHUYZKSY}

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	2026-07-05T06:00:58.007512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

620431e68debaabc95af1ecc7a632a96222bbbf99c5b62a1c539298b5e215c3d

Aliases

arxiv: 2211.09781 · arxiv_version: 2211.09781v2 · doi: 10.48550/arxiv.2211.09781 · pith_short_12: MICDDZUN5OVL · pith_short_16: MICDDZUN5OVLZFNP · pith_short_8: MICDDZUN

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/MICDDZUN5OVLZFNPD3GHUYZKSY \
  | 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: 620431e68debaabc95af1ecc7a632a96222bbbf99c5b62a1c539298b5e215c3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a547a8eb2799bf8bfd4c33737cadee419a7023cc213c4f81d226ba2fc0b955cb",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-11-17T18:54:34Z",
    "title_canon_sha256": "224588e96955aa06cd8176c967cda577833e4c8f145dd08eed2b66b925df44ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09781",
    "kind": "arxiv",
    "version": 2
  }
}