Pith Number

pith:V2AKE6KY

pith:2022:V2AKE6KYC6JE4LXLJBQ535PLX2

not attested not anchored not stored refs pending

A Review of Causality for Learning Algorithms in Medical Image Analysis

Athanasios Vlontzos, Bernhard Kainz, Daniel Rueckert

arxiv:2206.05498 v2 · 2022-06-11 · cs.CV · cs.AI · cs.GL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V2AKE6KYC6JE4LXLJBQ535PLX2}

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.

Cited by

2 papers in Pith

Prognostic Value of Lung Ultrasound Biomarkers for Readmission Risk in Congestive Heart Failure: A Pilot Data-Driven Analysis

Medical Report Generation: A Hierarchical Task Structure-Based Cross-Modal Causal Intervention Framework

Receipt and verification

First computed	2026-07-05T05:19:35.351855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae80a2795817924e2eeb4861ddf5ebbe8ca420d1b1a0e0ea9ebc28edc9820fab

Aliases

arxiv: 2206.05498 · arxiv_version: 2206.05498v2 · doi: 10.48550/arxiv.2206.05498 · pith_short_12: V2AKE6KYC6JE · pith_short_16: V2AKE6KYC6JE4LXL · pith_short_8: V2AKE6KY

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/V2AKE6KYC6JE4LXLJBQ535PLX2 \
  | 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: ae80a2795817924e2eeb4861ddf5ebbe8ca420d1b1a0e0ea9ebc28edc9820fab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "933b97bdc3b2541068e7ec20a69c906e239fa053a205391d4ced63c062ee1b25",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-06-11T11:04:13Z",
    "title_canon_sha256": "6693491ed2807b8b9f8a8afad46c23f30cdf7ed226b173b63879ab67194bd57b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.05498",
    "kind": "arxiv",
    "version": 2
  }
}