Pith Number

pith:GXLEQAET

pith:2024:GXLEQAETOOVVQPQAPUD2ZRI2UL

not attested not anchored not stored refs pending

Performance evaluation of predictive AI models to support medical decisions: Overview and guidance

Andrew J. Vickers, Ben Van Calster, David J. Mclernon, Dirk Timmerman, Ewout W. Steyerberg (topic group 6 of the STRATOS initiative), Gael Varoquaux, Gary S. Collins, Karandeep Singh, Karel G. M. Moons, Kathleen F. Kerr, Lasai Barre\~nada, Laure Wynants, Maarten van Smeden, Tina Hernandez-Boussard

arxiv:2412.10288 v1 · 2024-12-13 · cs.LG · stat.ME · stat.ML

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\usepackage{pith}
\pithnumber{GXLEQAETOOVVQPQAPUD2ZRI2UL}

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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	2026-07-05T09:48:55.799475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35d648009373ab583e007d07acc51aa2c3d76de5e96c4c9aec3a7a4edb9af581

Aliases

arxiv: 2412.10288 · arxiv_version: 2412.10288v1 · doi: 10.48550/arxiv.2412.10288 · pith_short_12: GXLEQAETOOVV · pith_short_16: GXLEQAETOOVVQPQA · pith_short_8: GXLEQAET

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/GXLEQAETOOVVQPQAPUD2ZRI2UL \
  | 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: 35d648009373ab583e007d07acc51aa2c3d76de5e96c4c9aec3a7a4edb9af581

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f27137e0183c8e9ea7c91ab01a58df4c1355150d246d8defb88aa3bd51ab666f",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-13T17:11:47Z",
    "title_canon_sha256": "ed9ea595bd7e544694a837ad0534964878c591b17731687c3264f5eeccacbab0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10288",
    "kind": "arxiv",
    "version": 1
  }
}