Pith. sign in
Pith Number

pith:SKDZXZOB

pith:2023:SKDZXZOBAU4FAG6BEBSDT7MR53
not attested not anchored not stored refs pending

Revamping AI Models in Dermatology: Overcoming Critical Challenges for Enhanced Skin Lesion Diagnosis

Adrian Bowling, Brigid Betz-Stablein, Deval Mehta, H Peter Soyer, Maithili Sashindranath, Martin Haskett, Paul Bonnington, Toan D Nguyen, Victoria Mar, Yaniv Gal, Zongyuan Ge

arxiv:2311.01009 v1 · 2023-11-02 · cs.CV · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SKDZXZOBAU4FAG6BEBSDT7MR53}

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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 2026-07-05T07:08:19.180784Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

92879be5c10538501bc1206439fd91eee5a54d7253616de650c3201b90a2b9dc

Aliases

arxiv: 2311.01009 · arxiv_version: 2311.01009v1 · doi: 10.48550/arxiv.2311.01009 · pith_short_12: SKDZXZOBAU4F · pith_short_16: SKDZXZOBAU4FAG6B · pith_short_8: SKDZXZOB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SKDZXZOBAU4FAG6BEBSDT7MR53 \
  | 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: 92879be5c10538501bc1206439fd91eee5a54d7253616de650c3201b90a2b9dc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "db221150460e4d88ba84c67e93a9e6cd057c38fc1b803a8e355e4891f8205eef",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-02T06:08:49Z",
    "title_canon_sha256": "850a41342a0acef81a222b29d77c461b5fc5d6c529251dcf199a6bad03c6ca95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01009",
    "kind": "arxiv",
    "version": 1
  }
}