Pith Number

pith:KDOUWFAT

pith:2024:KDOUWFATJD3TMHPVBIPFCDGM2M

not attested not anchored not stored refs pending

Uncertainty quantification and multi-stage variable selection for personalized treatment regimes

Bernardo Nipoti, Jiefeng Bi, Matteo Borrotti

arxiv:2411.02123 v2 · 2024-11-04 · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KDOUWFATJD3TMHPVBIPFCDGM2M}

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	2026-06-05T01:15:12.174684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50dd4b141348f7361df50a1e510cccd31de816473881fd687e46307f9df793e8

Aliases

arxiv: 2411.02123 · arxiv_version: 2411.02123v2 · doi: 10.48550/arxiv.2411.02123 · pith_short_12: KDOUWFATJD3T · pith_short_16: KDOUWFATJD3TMHPV · pith_short_8: KDOUWFAT

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/KDOUWFATJD3TMHPVBIPFCDGM2M \
  | 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: 50dd4b141348f7361df50a1e510cccd31de816473881fd687e46307f9df793e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57517641f86e398b55f5f6d554fc75880c11e75b09ceb392faf5d68554d1c292",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-11-04T14:35:44Z",
    "title_canon_sha256": "d33d2059688f66f700322c76d58155a9deb684f3b29e4e3b2dedee33f5d7df34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02123",
    "kind": "arxiv",
    "version": 2
  }
}