Pith Number

pith:GEOSXQBG

pith:2023:GEOSXQBGN77H4OJRCBT5PRUZDL

not attested not anchored not stored refs pending

GPT-4 Vision on Medical Image Classification -- A Case Study on COVID-19 Dataset

Chenxi Liu, Guodong Liu, Heng Huang, Lichang Chen, Ruibo Chen, Tianyi Xiong, Yanshuo Chen, Yihan Wu, Zhengmian Hu

arxiv:2310.18498 v1 · 2023-10-27 · eess.IV · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{GEOSXQBGN77H4OJRCBT5PRUZDL}

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Record completeness

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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

Vision Language Models versus Machine Learning Models Performance on Polyp Detection and Classification in Colonoscopy Images

Receipt and verification

First computed	2026-07-05T07:06:38.509259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

311d2bc0266ffe7e39311067d7c6991ae06873369bc5c1f2fc07997e53eb7367

Aliases

arxiv: 2310.18498 · arxiv_version: 2310.18498v1 · doi: 10.48550/arxiv.2310.18498 · pith_short_12: GEOSXQBGN77H · pith_short_16: GEOSXQBGN77H4OJR · pith_short_8: GEOSXQBG

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/GEOSXQBGN77H4OJRCBT5PRUZDL \
  | 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: 311d2bc0266ffe7e39311067d7c6991ae06873369bc5c1f2fc07997e53eb7367

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a46ea9e05626a69cfdba1253a892d47a042f9d1ac05d5a4e3a09aa8a10cdb39",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2023-10-27T21:28:36Z",
    "title_canon_sha256": "930d41cbb7ecd97beaba25a6dc02c0330fd12fc7fda9c93d1701e441034f14cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18498",
    "kind": "arxiv",
    "version": 1
  }
}