Pith Number

pith:AIVUZPVO

pith:2023:AIVUZPVO5G5OBELZDLZUS5PDYU

not attested not anchored not stored refs pending

Considerations for health care institutions training large language models on electronic health records

Danielle Bitterman, Majid Afshar, Timothy A. Miller, Weipeng Zhou

arxiv:2309.12339 v1 · 2023-08-24 · cs.CY · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AIVUZPVO5G5OBELZDLZUS5PDYU}

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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 Standardization of Clinical Notes using Large Language Models

Receipt and verification

First computed	2026-07-05T06:53:11.135797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

022b4cbeaee9bae091791af34975e3c53abda33b235c1069c9fdf614a62656fe

Aliases

arxiv: 2309.12339 · arxiv_version: 2309.12339v1 · doi: 10.48550/arxiv.2309.12339 · pith_short_12: AIVUZPVO5G5O · pith_short_16: AIVUZPVO5G5OBELZ · pith_short_8: AIVUZPVO

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/AIVUZPVO5G5OBELZDLZUS5PDYU \
  | 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: 022b4cbeaee9bae091791af34975e3c53abda33b235c1069c9fdf614a62656fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87eeccff88c333d65c00253ae696be9cfa3a19695ed8f03e26ba741aafe03b5c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2023-08-24T00:09:01Z",
    "title_canon_sha256": "c93ad006a2b82b88ac8acefbf88cbdeaaf805332c435d9c7f94f12b544565c5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12339",
    "kind": "arxiv",
    "version": 1
  }
}