Pith Number

pith:R6ATVCKH

pith:2023:R6ATVCKHPEQ3Y5QHVGCHKFTBKP

not attested not anchored not stored refs pending

Evaluating AI systems under uncertain ground truth: a case study in dermatology

Abhijit Guha Roy, Alan Karthikesalingam, Ali Taylan Cemgil, Arnaud Doucet, Beverly Freeman, Dale R. Webster, David Stutz, Greg S. Corrado, Jan Freyberg, Javier Perez Matos, Melih Barsbey, Mike Schaekermann, Patricia Strachan, Pushmeet Kohli, Rajeev Rikhye, Tatiana Matejovicova, Umesh Telang, Yossi Matias, Yuan Liu, Yun Liu

arxiv:2307.02191 v2 · 2023-07-05 · cs.LG · cs.CV · stat.ME · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R6ATVCKHPEQ3Y5QHVGCHKFTBKP}

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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

Capabilities of Gemini Models in Medicine

Receipt and verification

First computed	2026-07-05T10:48:12.514646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f813a89477921bc7607a98475166153fb167b9a6349e4ada5dd2b16157b72ce

Aliases

arxiv: 2307.02191 · arxiv_version: 2307.02191v2 · doi: 10.48550/arxiv.2307.02191 · pith_short_12: R6ATVCKHPEQ3 · pith_short_16: R6ATVCKHPEQ3Y5QH · pith_short_8: R6ATVCKH

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/R6ATVCKHPEQ3Y5QHVGCHKFTBKP \
  | 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: 8f813a89477921bc7607a98475166153fb167b9a6349e4ada5dd2b16157b72ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9838f8d6f19edbcf9cc5d4b43f688bad34cc5e662279b7c65393d32143ee3c12",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-05T10:33:45Z",
    "title_canon_sha256": "8aabe3d51e6ca7c28955c5e92755f7835d4d910e80ff5c73bad4fbffa3be1b7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02191",
    "kind": "arxiv",
    "version": 2
  }
}