Pith Number

pith:2473XMNR

pith:2024:2473XMNRGK4OVW7IK5SFQY3UCU

not attested not anchored not stored refs pending

Safety challenges of AI in medicine in the era of large language models

Ching-Yu Cheng, Cynthia Brandt, Danielle S. Bitterman, Dianbo Liu, Hao Deng, Hongyu He, James Zou, Kun-Hsing Yu, Ling Pan, Nicole Xi Zhang, Trang Nguyen, Xiaoye Wang

arxiv:2409.18968 v2 · 2024-09-11 · cs.CY · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{2473XMNRGK4OVW7IK5SFQY3UCU}

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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

2 papers in Pith

A Systematic Evaluation of Black-Box Uncertainty Estimation Methods for Large Language Models

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics

Receipt and verification

First computed	2026-07-05T10:07:27.591995Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d73fbbb1b132b8eadbe857645863741519729e8377e9141470d459a432304906

Aliases

arxiv: 2409.18968 · arxiv_version: 2409.18968v2 · doi: 10.48550/arxiv.2409.18968 · pith_short_12: 2473XMNRGK4O · pith_short_16: 2473XMNRGK4OVW7I · pith_short_8: 2473XMNR

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/2473XMNRGK4OVW7IK5SFQY3UCU \
  | 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: d73fbbb1b132b8eadbe857645863741519729e8377e9141470d459a432304906

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f9878e94c10557a72de67c653e7b947956ecabb86b493d25d7a90cc88ea5adf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-09-11T13:47:47Z",
    "title_canon_sha256": "b132d9b2d1f9d534db0f26465d35d148f23d2de6c9314d2231383a4a8ac50cb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.18968",
    "kind": "arxiv",
    "version": 2
  }
}