Pith Number

pith:PQHVX5SF

pith:2024:PQHVX5SF4WR5FAKIGS7B2U2IMS

not attested not anchored not stored refs pending

Flexible and Efficient Estimation of Causal Effects with Error-Prone Exposures: A Control Variates Approach for Measurement Error

Bryan E. Shepherd, Giovanni Parmigiani, Keith Barnatchez, Kevin P. Josey, Rachel Nethery

arxiv:2410.12590 v2 · 2024-10-16 · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQHVX5SF4WR5FAKIGS7B2U2IMS}

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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

Efficient Estimation of Causal Effects Under Two-Phase Sampling with Error-Prone Outcome and Treatment Measurements

Receipt and verification

First computed	2026-07-05T11:27:20.955887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c0f5bf645e5a3d2814834be1d534864a9dcb73e0bbd026d1aa2bcf388967576

Aliases

arxiv: 2410.12590 · arxiv_version: 2410.12590v2 · doi: 10.48550/arxiv.2410.12590 · pith_short_12: PQHVX5SF4WR5 · pith_short_16: PQHVX5SF4WR5FAKI · pith_short_8: PQHVX5SF

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/PQHVX5SF4WR5FAKIGS7B2U2IMS \
  | 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: 7c0f5bf645e5a3d2814834be1d534864a9dcb73e0bbd026d1aa2bcf388967576

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25cb6713deb06c03d4027f0da22fdcf41ef60fd95648f63557270e1d0e8c492b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2024-10-16T14:10:29Z",
    "title_canon_sha256": "d76263d714f25d13f3eb6d924f715b4447dbdac749b298fc247ca92875b71941"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12590",
    "kind": "arxiv",
    "version": 2
  }
}