Pith. sign in
Pith Number

pith:QO3TL23I

pith:2024:QO3TL23I5PH5Q242C7U4TI4VLW
not attested not anchored not stored refs pending

From Noise to Signal: Unveiling Treatment Effects from Digital Health Data through Pharmacology-Informed Neural-SDE

James Lu, Logan Brooks, Maxime Usdin, Nikolaos Evangelou, Samira Pakravan

arxiv:2403.03274 v1 · 2024-03-05 · q-bio.QM · cs.AI · cs.LG · math.DS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QO3TL23I5PH5Q242C7U4TI4VLW}

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 2026-07-05T07:52:46.129530Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

83b735eb68ebcfd86b9a17e9c9a3955dae856b3e7266bd51465c6128261f65fa

Aliases

arxiv: 2403.03274 · arxiv_version: 2403.03274v1 · doi: 10.48550/arxiv.2403.03274 · pith_short_12: QO3TL23I5PH5 · pith_short_16: QO3TL23I5PH5Q242 · pith_short_8: QO3TL23I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QO3TL23I5PH5Q242C7U4TI4VLW \
  | 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: 83b735eb68ebcfd86b9a17e9c9a3955dae856b3e7266bd51465c6128261f65fa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "183152458777fac350d7b7a9153a3f3f11fe5b89a01ce8cfef52d49974606ecb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2024-03-05T19:13:57Z",
    "title_canon_sha256": "186c0828a419f265e44a894b19a90be5db75705cde62965b0e35acbc97c42d3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03274",
    "kind": "arxiv",
    "version": 1
  }
}