Pith. sign in
Pith Number

pith:2GH3CGK6

pith:2022:2GH3CGK66VBLUZOFLMLNMDKBQ2
not attested not anchored not stored refs pending

Language Model Classifier Aligns Better with Physician Word Sensitivity than XGBoost on Readmission Prediction

Alexander T.M. Cheung, David Kurland, Eric K. Oermann, Grace Yang, Hannah Weiss, Kyunghyun Cho, Lavender Y. Jiang, Ming Cao, Xujin C. Liu

arxiv:2211.07047 v2 · 2022-11-13 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2GH3CGK66VBLUZOFLMLNMDKBQ2}

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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.
Receipt and verification
First computed 2026-07-05T05:16:39.270490Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d18fb1195ef542ba65c55b16d60d418681e9f20d995e77af8b66468cbbbffa4c

Aliases

arxiv: 2211.07047 · arxiv_version: 2211.07047v2 · doi: 10.48550/arxiv.2211.07047 · pith_short_12: 2GH3CGK66VBL · pith_short_16: 2GH3CGK66VBLUZOF · pith_short_8: 2GH3CGK6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2GH3CGK66VBLUZOFLMLNMDKBQ2 \
  | 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: d18fb1195ef542ba65c55b16d60d418681e9f20d995e77af8b66468cbbbffa4c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d3a7eba5b70c6e7cb7155d7a7191a6654b40f5d7348df93dcf989929be3b3bfa",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-13T23:59:11Z",
    "title_canon_sha256": "8bd6c6ca20562e17fc13f0728bf14e20030eb499c87822ac649e655658998266"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07047",
    "kind": "arxiv",
    "version": 2
  }
}