Pith Number

pith:B7FW36ZG

pith:2024:B7FW36ZGTG2F6AZZSO7F4QF7ST

not attested not anchored not stored refs pending

A Tutorial on Clinical Speech AI Development: From Data Collection to Model Validation

Ingo Siegert, Julie Liss, Lingfeng Xu, Nicholas Cummins, Nina R. Benway, Si-Ioi Ng, Visar Berisha

arxiv:2410.21640 v1 · 2024-10-29 · eess.AS · cs.AI · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B7FW36ZGTG2F6AZZSO7F4QF7ST}

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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

2 papers in Pith

Exploration of Perceptual Speech Features for Clinical Decision-Support in Mental Health Care

SpeechMedAssist: Efficiently and Effectively Adapting Speech Language Models for Medical Consultation

Receipt and verification

First computed	2026-07-05T09:27:31.136712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fcb6dfb2699b45f033993be5e40bf94d5b6a408a55d353d1da11eb711d3c935

Aliases

arxiv: 2410.21640 · arxiv_version: 2410.21640v1 · doi: 10.48550/arxiv.2410.21640 · pith_short_12: B7FW36ZGTG2F · pith_short_16: B7FW36ZGTG2F6AZZ · pith_short_8: B7FW36ZG

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/B7FW36ZGTG2F6AZZSO7F4QF7ST \
  | 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: 0fcb6dfb2699b45f033993be5e40bf94d5b6a408a55d353d1da11eb711d3c935

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f75bfc0884384b7772246507316a35187eb57ec45de593e5395c9390a00ad7e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-10-29T00:58:15Z",
    "title_canon_sha256": "1da07042ff7b9321ea4b18b6ebbf4333c8cf09bd37e91480daca2f3f4e9c1ff9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21640",
    "kind": "arxiv",
    "version": 1
  }
}