Pith Number

pith:Z7CHX5TY

pith:2025:Z7CHX5TYUEQIGS5ZUGGETRN235

not attested not anchored not stored refs pending

MATRIX: Multi-Agent simulaTion fRamework for safe Interactions and conteXtual clinical conversational evaluation

Aisling Higham, Ernest Lim, Ibrahim Habli, Jared Joselowitz, Kate Preston, Katrina Mason, Louis Williams, Mariane Melo, Mohita Chowdhury, Tom Lawton, Yajie Vera He, Yan Jia

arxiv:2508.19163 v1 · 2025-08-26 · cs.AI · cs.HC · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z7CHX5TYUEQIGS5ZUGGETRN235}

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.

Cited by

1 paper in Pith

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid

Receipt and verification

First computed	2026-07-05T11:59:38.370094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfc47bf678a120834bb9a18c49c5badf45b7b79301f669781977419cebb35915

Aliases

arxiv: 2508.19163 · arxiv_version: 2508.19163v1 · doi: 10.48550/arxiv.2508.19163 · pith_short_12: Z7CHX5TYUEQI · pith_short_16: Z7CHX5TYUEQIGS5Z · pith_short_8: Z7CHX5TY

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/Z7CHX5TYUEQIGS5ZUGGETRN235 \
  | 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: cfc47bf678a120834bb9a18c49c5badf45b7b79301f669781977419cebb35915

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef9fee4a79c0b39bb9e340309b5f8016fa6c947fae3f66ff0dccf343eb36b4b2",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-26T16:12:12Z",
    "title_canon_sha256": "8535d8c2b7f43bb7bd1ef1c98b65d2f5c2defdaf48698cd5907aae8d48274cce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19163",
    "kind": "arxiv",
    "version": 1
  }
}