pith. sign in
Pith Number

pith:Y7NALHCJ

pith:2022:Y7NALHCJD336WGGATBKRY7SE2K
not attested not anchored not stored refs pending

Intrinsic Randomness in Epidemic Modelling Beyond Statistical Uncertainty

Charles Whittaker, Christian Morgenstern, Christl A. Donnelly, Daniel J. Laydon, Joseph Penn, Matthew J. Penn, Mikko S. Pakkanen, Oliver Ratmann, Samir Bhatt, Swapnil Mishra

arxiv:2210.14221 v2 · 2022-10-25 · q-bio.PE · math.PR · math.ST · stat.AP · stat.TH

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Y7NALHCJD336WGGATBKRY7SE2K}

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 2026-07-05T06:18:36.795299Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c7da059c491ef7eb18c098551c7e44d28d33860fc7a2d0e1ce92e3ce09b16cfb

Aliases

arxiv: 2210.14221 · arxiv_version: 2210.14221v2 · doi: 10.48550/arxiv.2210.14221 · pith_short_12: Y7NALHCJD336 · pith_short_16: Y7NALHCJD336WGGA · pith_short_8: Y7NALHCJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y7NALHCJD336WGGATBKRY7SE2K \
  | 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: c7da059c491ef7eb18c098551c7e44d28d33860fc7a2d0e1ce92e3ce09b16cfb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2cf7251f63cd334dcd495f426b2c05d8f5afd7afc968e137c12bf33f6b175e8c",
    "cross_cats_sorted": [
      "math.PR",
      "math.ST",
      "stat.AP",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.PE",
    "submitted_at": "2022-10-25T17:59:44Z",
    "title_canon_sha256": "d5fc9a1c07becc29d985ee5dab8c74fc7a4dec4ebe9013cfdb62a93595229ee7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.14221",
    "kind": "arxiv",
    "version": 2
  }
}