Pith Number

pith:7NH37C4F

pith:2025:7NH37C4FTYMNGI5HFGW3PGKXZW

not attested not anchored not stored refs pending

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics

Franziska Jovin, Hajar Sakai, Joshua Bosire, Mohammadsadegh Mikaeili, Yi-En Tseng

arxiv:2509.05484 v1 · 2025-09-05 · 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{7NH37C4FTYMNGI5HFGW3PGKXZW}

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	2026-07-05T12:05:48.390042Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb4fbf8b859e18d323a729adb79957cdaed18aaffb2e9ee3f3a818130948cd42

Aliases

arxiv: 2509.05484 · arxiv_version: 2509.05484v1 · doi: 10.48550/arxiv.2509.05484 · pith_short_12: 7NH37C4FTYMN · pith_short_16: 7NH37C4FTYMNGI5H · pith_short_8: 7NH37C4F

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/7NH37C4FTYMNGI5HFGW3PGKXZW \
  | 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: fb4fbf8b859e18d323a729adb79957cdaed18aaffb2e9ee3f3a818130948cd42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83323de8cf70edbc5b0288ded4daa9bf8113e1e8790dfcf93dc62264b345a298",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-05T20:15:52Z",
    "title_canon_sha256": "237a9105b2de01f66e2f9b24c3987e38bae740a04d6f71974dbe61c30674bdee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.05484",
    "kind": "arxiv",
    "version": 1
  }
}