Pith Number

pith:S4L3TMCX

pith:2024:S4L3TMCXWQRJLZJER5ZGQEPDTY

not attested not anchored not stored refs pending

Multimodal Machine Learning in Mental Health: A Survey of Data, Algorithms, and Challenges

Ioannis Patras, Matthew Purver, Zahraa Al Sahili

arxiv:2407.16804 v2 · 2024-07-23 · cs.LG · cs.AI · cs.CY · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4L3TMCXWQRJLZJER5ZGQEPDTY}

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 Comprehensive Review of Datasets for Clinical Mental Health AI Systems

Receipt and verification

First computed	2026-07-05T11:26:23.488144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9717b9b057b42295e5248f726811e39e1e5d4027ae82431870fd753cbf49daf6

Aliases

arxiv: 2407.16804 · arxiv_version: 2407.16804v2 · doi: 10.48550/arxiv.2407.16804 · pith_short_12: S4L3TMCXWQRJ · pith_short_16: S4L3TMCXWQRJLZJE · pith_short_8: S4L3TMCX

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/S4L3TMCXWQRJLZJER5ZGQEPDTY \
  | 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: 9717b9b057b42295e5248f726811e39e1e5d4027ae82431870fd753cbf49daf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87648fc7edc6aeee1370d951f267d11975b86a41655e39786ad8eec29630f633",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.ET"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-23T19:07:56Z",
    "title_canon_sha256": "7a4d3cfbc9509191d9c88425ff2fda350178bf21c9f7f28567a2c347db5715cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.16804",
    "kind": "arxiv",
    "version": 2
  }
}