Pith. sign in
Pith Number

pith:HESM7PAA

pith:2025:HESM7PAAMKUXHM7D4IHVXFXJTL
not attested not anchored not stored refs pending

Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs

Alyssa H. Smith, Ashia C. Wilson, Gerardo A. Flores, Julia A. Fukuyama

arxiv:2506.14540 v3 · 2025-06-17 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HESM7PAAMKUXHM7D4IHVXFXJTL}

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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.
Receipt and verification
First computed 2026-07-05T11:29:13.342012Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3924cfbc0062a973b3e3e20f5b96e99af1dadebabfcac9157d02ba3208c82d9a

Aliases

arxiv: 2506.14540 · arxiv_version: 2506.14540v3 · doi: 10.48550/arxiv.2506.14540 · pith_short_12: HESM7PAAMKUX · pith_short_16: HESM7PAAMKUXHM7D · pith_short_8: HESM7PAA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HESM7PAAMKUXHM7D4IHVXFXJTL \
  | 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: 3924cfbc0062a973b3e3e20f5b96e99af1dadebabfcac9157d02ba3208c82d9a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c4b82477d1769243c3a1e17f79af760fb92066f14cd5cf39f200edbe01cdf3ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-17T14:01:39Z",
    "title_canon_sha256": "1a0d57271c3710eda46cbd969e88ddc4b22401fc2732c39723621f6844acaba5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14540",
    "kind": "arxiv",
    "version": 3
  }
}