Pith Number

pith:QVACMBIA

pith:2019:QVACMBIA5EFZHC5JIOD7JB4UKY

not attested not anchored not stored refs pending

Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects

Ben Glocker, Daniel C. Castro, Ender Konukoglu, Qi Dou, Robert Robinson

arxiv:1910.04597 v1 · 2019-10-10 · eess.IV · cs.CV · cs.LG · q-bio.NC

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\usepackage{pith}
\pithnumber{QVACMBIA5EFZHC5JIOD7JB4UKY}

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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

3 papers in Pith

Robustness Evaluation of a Foundation Segmentation Model Under Simulated Domain Shifts in Abdominal CT: Implications for Health Digital Twin Deployment

Multi-Dataset Cross-Domain Knowledge Distillation for Unified Medical Image Segmentation, Classification, and Detection

Robustness of Transformer-Based Fluence Map Prediction Under Clinically Realistic Perturbations

Receipt and verification

First computed	2026-07-05T00:11:09.793677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8540260500e90b938ba94387f48794563bc4b07c85b9ff8acf784c45e2241fc2

Aliases

arxiv: 1910.04597 · arxiv_version: 1910.04597v1 · doi: 10.48550/arxiv.1910.04597 · pith_short_12: QVACMBIA5EFZ · pith_short_16: QVACMBIA5EFZHC5J · pith_short_8: QVACMBIA

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/QVACMBIA5EFZHC5JIOD7JB4UKY \
  | 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: 8540260500e90b938ba94387f48794563bc4b07c85b9ff8acf784c45e2241fc2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d884061e65c35ed35a815a0569ff23ee1260e8b5eb699a33cb3ef5d43c098401",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2019-10-10T14:24:42Z",
    "title_canon_sha256": "5e6d43cb8ac902890b03b4816fdacfc9cfe7f061297dbe397e6afb37609daf2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.04597",
    "kind": "arxiv",
    "version": 1
  }
}