Pith Number

pith:GH6GMWTG

pith:2024:GH6GMWTGSHZK6XGR2VBPZUV7VT

not attested not anchored not stored refs pending

Forecasting Influenza Hospitalizations Using a Bayesian Hierarchical Nonlinear Model with Discrepancy

Jarad Niemi, Spencer Wadsworth

arxiv:2412.14339 v2 · 2024-12-18 · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GH6GMWTGSHZK6XGR2VBPZUV7VT}

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

1 paper in Pith

Bayesian Stacking via Proper Scoring Rule Optimization using a Gibbs Posterior

Receipt and verification

First computed	2026-07-05T12:00:45.157882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31fc665a6691f2af5cd1d542fcd2bfaceb6bc30ddddda6e39236987716c4219d

Aliases

arxiv: 2412.14339 · arxiv_version: 2412.14339v2 · doi: 10.48550/arxiv.2412.14339 · pith_short_12: GH6GMWTGSHZK · pith_short_16: GH6GMWTGSHZK6XGR · pith_short_8: GH6GMWTG

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/GH6GMWTGSHZK6XGR2VBPZUV7VT \
  | 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: 31fc665a6691f2af5cd1d542fcd2bfaceb6bc30ddddda6e39236987716c4219d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e2aac072f2d7b3f218878f1adb1e6c04198a5d07d8459e68a780736d1df2c44",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2024-12-18T21:12:30Z",
    "title_canon_sha256": "6988578bdb867129c171a05315162e6b543b1bb5adbc55df0780256d0b031689"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14339",
    "kind": "arxiv",
    "version": 2
  }
}