Pith Number

pith:ZMYQXVSK

pith:2025:ZMYQXVSKOY7YEL36AODPXBRIX4

not attested not anchored not stored refs pending

Patients Speak, AI Listens: LLM-based Analysis of Online Reviews Uncovers Key Drivers for Urgent Care Satisfaction

Chi Zhang, Jhonatan Medri, Jiayan Zhou, Jin Jin, Junjie Xiong, Lingyao Li, Siyuan Ma, Xiaoran Xu, Yongfeng Zhang, Zhaoqian Xue

arxiv:2503.20981 v2 · 2025-03-26 · cs.CL · cs.AI · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZMYQXVSKOY7YEL36AODPXBRIX4}

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	2026-05-20T00:02:49.282575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb310bd64a763f822f7e0386fb8628bf04baea9507fbc6ef425616b29f5a6091

Aliases

arxiv: 2503.20981 · arxiv_version: 2503.20981v2 · doi: 10.48550/arxiv.2503.20981 · pith_short_12: ZMYQXVSKOY7Y · pith_short_16: ZMYQXVSKOY7YEL36 · pith_short_8: ZMYQXVSK

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/ZMYQXVSKOY7YEL36AODPXBRIX4 \
  | 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: cb310bd64a763f822f7e0386fb8628bf04baea9507fbc6ef425616b29f5a6091

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e757d3e3667436c11d0442ff718e3b270bf66f7a897cfe83996595831be3bdc0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-26T20:45:01Z",
    "title_canon_sha256": "07895c682bb30409ef100fc8bf8fdbbc25292ee495e819ae264e6c6a28cdf6ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.20981",
    "kind": "arxiv",
    "version": 2
  }
}