Pith Number

pith:VJW3PLOI

pith:2025:VJW3PLOIKESX6BSPEJ3ZL2LAA3

not attested not anchored not stored refs pending

Causal machine learning for high-dimensional mediation analysis using interventional effects mapped to a target trial

David Burgner, Margarita Moreno-Betancur, Stijn Vansteelandt, Toby Mansell, Tong Chen

arxiv:2504.15834 v1 · 2025-04-22 · 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{VJW3PLOIKESX6BSPEJ3ZL2LAA3}

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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

Semi- and non-parametric approaches to individualized treatment regimes in the presence of causal mediation

Receipt and verification

First computed	2026-07-05T10:52:30.784789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa6db7adc851257f064f227795e96006e06c8c0fbdb5918e3bc6b7c3f1af70ab

Aliases

arxiv: 2504.15834 · arxiv_version: 2504.15834v1 · doi: 10.48550/arxiv.2504.15834 · pith_short_12: VJW3PLOIKESX · pith_short_16: VJW3PLOIKESX6BSP · pith_short_8: VJW3PLOI

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/VJW3PLOIKESX6BSPEJ3ZL2LAA3 \
  | 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: aa6db7adc851257f064f227795e96006e06c8c0fbdb5918e3bc6b7c3f1af70ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "932c006a34854ec9cad9a15cba3372a95c2f88690050ee8086bea25afd507570",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2025-04-22T12:28:27Z",
    "title_canon_sha256": "47c06032356138d3a70577e8995cb2e18d0ad933d7b0bde7013c53804a0a39ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15834",
    "kind": "arxiv",
    "version": 1
  }
}