Pith Number

pith:ETEZYDA7

pith:2024:ETEZYDA7C6CRJRBTPVGZK56REW

not attested not anchored not stored refs pending

Review of multimodal machine learning approaches in healthcare

Adam Mahdi, Adam Szmul, Felix Krones, Guy Parsons, Umar Marikkar

arxiv:2402.02460 v2 · 2024-02-04 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ETEZYDA7C6CRJRBTPVGZK56REW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T07:44:00.315866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24c99c0c1f178514c4337d4d9577d1259d2627d4ec59c00c6c889244022c9b93

Aliases

arxiv: 2402.02460 · arxiv_version: 2402.02460v2 · doi: 10.48550/arxiv.2402.02460 · pith_short_12: ETEZYDA7C6CR · pith_short_16: ETEZYDA7C6CRJRBT · pith_short_8: ETEZYDA7

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/ETEZYDA7C6CRJRBTPVGZK56REW \
  | 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: 24c99c0c1f178514c4337d4d9577d1259d2627d4ec59c00c6c889244022c9b93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "307f527ac4ce1b54fad1a89a1be64c9b94938024d68fd1cc11044f37e24344ee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T12:21:38Z",
    "title_canon_sha256": "7554fffa4cc67e9fd616117d0c1a6674d53217578d2dd02b658dfabd1dd7d018"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02460",
    "kind": "arxiv",
    "version": 2
  }
}