Pith Number

pith:ZPIRCZTG

pith:2022:ZPIRCZTGMBI6XVKZNHSS6BPY2G

not attested not anchored not stored refs pending

Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare

Agata Foryciarz, Julian Genkins, Nigam H. Shah, Nikolaos Ignatiadis, Stephen R. Pfohl, Yizhe Xu

arxiv:2202.01906 v1 · 2022-02-03 · 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{ZPIRCZTGMBI6XVKZNHSS6BPY2G}

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	2026-07-05T03:54:06.576862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbd11166666051ebd55969e52f05f8d1b7e7f17dec69c636c26052e62a375e8e

Aliases

arxiv: 2202.01906 · arxiv_version: 2202.01906v1 · doi: 10.48550/arxiv.2202.01906 · pith_short_12: ZPIRCZTGMBI6 · pith_short_16: ZPIRCZTGMBI6XVKZ · pith_short_8: ZPIRCZTG

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/ZPIRCZTGMBI6XVKZNHSS6BPY2G \
  | 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: cbd11166666051ebd55969e52f05f8d1b7e7f17dec69c636c26052e62a375e8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e1bd861f8e93e1d6b5a153c11bb6727672740e63161df9a4d8550ea5cd281d8",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-03T23:23:05Z",
    "title_canon_sha256": "f310271332762b5f91df5e5b6a9b81cbbf4b85e4aec053515d33cc86b3f7e5bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01906",
    "kind": "arxiv",
    "version": 1
  }
}