Pith Number

pith:VWLFNBK3

pith:2021:VWLFNBK3GMP5UV2QZYKZGNGRN7

not attested not anchored not stored refs pending

Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice

Amit Kharat, Manish Gawali, Viraj Kulkarni

arxiv:2102.01979 v1 · 2021-02-03 · cs.LG · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VWLFNBK3GMP5UV2QZYKZGNGRN7}

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	2026-07-05T02:12:35.549116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad9656855b331fda5750ce159334d16fe567015d14cb8c8e99bfc36d4452007e

Aliases

arxiv: 2102.01979 · arxiv_version: 2102.01979v1 · doi: 10.48550/arxiv.2102.01979 · pith_short_12: VWLFNBK3GMP5 · pith_short_16: VWLFNBK3GMP5UV2Q · pith_short_8: VWLFNBK3

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/VWLFNBK3GMP5UV2QZYKZGNGRN7 \
  | 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: ad9656855b331fda5750ce159334d16fe567015d14cb8c8e99bfc36d4452007e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0942a3b32da56f392a0c8bf9ea42d1fff6620e8ab430cdcfc3bfa6fbf64d6cdc",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-03T09:53:43Z",
    "title_canon_sha256": "c0251903491df68964e3da53e1a9241a6ba34c20a20893f20a71c03acc10ae3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.01979",
    "kind": "arxiv",
    "version": 1
  }
}