Pith Number

pith:QUNG2VV6

pith:2024:QUNG2VV6LKBJJUBAYQGNVHJP2I

not attested not anchored not stored refs pending

Understanding algorithmic fairness for clinical prediction in terms of subgroup net benefit and health equity

Alice Joules, Irene Brusini, Jose Benitez-Aurioles, Matthew Sperrin, Niels Peek

arxiv:2412.07879 v1 · 2024-12-10 · stat.AP

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\usepackage{pith}
\pithnumber{QUNG2VV6LKBJJUBAYQGNVHJP2I}

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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.

Cited by

1 paper in Pith

Critical Appraisal of Fairness Metrics in Clinical Predictive AI

Receipt and verification

First computed	2026-07-05T09:47:40.620914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

851a6d56be5a8294d020c40cda9d2fd21bb6a02be8a78208f9d4c6a0cdee95dc

Aliases

arxiv: 2412.07879 · arxiv_version: 2412.07879v1 · doi: 10.48550/arxiv.2412.07879 · pith_short_12: QUNG2VV6LKBJ · pith_short_16: QUNG2VV6LKBJJUBA · pith_short_8: QUNG2VV6

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/QUNG2VV6LKBJJUBAYQGNVHJP2I \
  | 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: 851a6d56be5a8294d020c40cda9d2fd21bb6a02be8a78208f9d4c6a0cdee95dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9753061c7cd1bb752cc0ec2d5e297c68cd287259a4e2aa506ab6057c58b10da8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2024-12-10T19:28:40Z",
    "title_canon_sha256": "e6c9a56560b6300ba550796b1844abeab512b2496cb02bc4e3a43756b38927cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07879",
    "kind": "arxiv",
    "version": 1
  }
}