pith. sign in
Pith Number

pith:PMIBWYKM

pith:2020:PMIBWYKMENFB5D6E3TGAFVJ2TE
not attested not anchored not stored refs pending

Probabilistic dose prediction using mixture density networks for automated radiation therapy treatment planning

Geert De Kerf, Hanna Gruselius, Micha\"el Claessens, Tianfang Zhang, Viktor Nilsson

arxiv:2009.00397 v1 · 2020-09-01 · physics.med-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PMIBWYKMENFB5D6E3TGAFVJ2TE}

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 2026-07-05T02:54:51.473509Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7b101b614c234a1e8fc4dccc02d53a99275610f73caeafea9f3cf1af0aa7163f

Aliases

arxiv: 2009.00397 · arxiv_version: 2009.00397v1 · doi: 10.48550/arxiv.2009.00397 · pith_short_12: PMIBWYKMENFB · pith_short_16: PMIBWYKMENFB5D6E · pith_short_8: PMIBWYKM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PMIBWYKMENFB5D6E3TGAFVJ2TE \
  | 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: 7b101b614c234a1e8fc4dccc02d53a99275610f73caeafea9f3cf1af0aa7163f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f53b76cb3f94343d0ea10627067570c91febc7bdff2ee7a5d30251588424172b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.med-ph",
    "submitted_at": "2020-09-01T12:57:13Z",
    "title_canon_sha256": "557a1e457a3cbd5362f25f7acaa545be7fe7a1e96de9d977b1c21c4463ffa947"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.00397",
    "kind": "arxiv",
    "version": 1
  }
}