Pith Number

pith:DFFIPBNB

pith:2026:DFFIPBNBAKZCVRC336F7HUAPKK

not attested not anchored not stored refs pending

MultiSense-Pneumo: A Multimodal Learning Framework for Pneumonia Screening in Resource-Constrained Settings

Chameli Dommanige, Dineth Jayakody, Pasindu Thenahandi

The paper describes MultiSense-Pneumo, an offline-capable multimodal framework that fuses symptom triage, audio classification, speech recognition, and radiograph analysis for pneumonia screening in low-resource settings.

arxiv:2605.02207 v2 · 2026-05-04 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{DFFIPBNBAKZCVRC336F7HUAPKK}

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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.

Claims

C1strongest claim

MultiSense-Pneumo is a multimodal framework for pneumonia oriented screening and triage support that integrates structured symptom descriptors, cough audio, spoken language, and chest radiographs and can operate fully offline on standard laptop class hardware.

C2weakest assumption

That the normalized risk signals from each modality can be meaningfully aggregated into a unified screening estimate that improves triage decisions in real resource-constrained environments, an assumption stated in the abstract but without supporting performance data or validation studies.

C3one line summary

Formal links

2 machine-checked theorem links

Receipt and verification

First computed	2026-05-27T01:04:58.650389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

194a8785a102b22ac45bdf8bf3d00f52894c38174ddd4fd1119012ceddfc56aa

Aliases

arxiv: 2605.02207 · arxiv_version: 2605.02207v2 · doi: 10.48550/arxiv.2605.02207 · pith_short_12: DFFIPBNBAKZC · pith_short_16: DFFIPBNBAKZCVRC3 · pith_short_8: DFFIPBNB

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/DFFIPBNBAKZCVRC336F7HUAPKK \
  | 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: 194a8785a102b22ac45bdf8bf3d00f52894c38174ddd4fd1119012ceddfc56aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1cb907f84e8d597ef8b6bb24fcd3cfca2f5450f982383c52eb73527db7c68f3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-04T04:14:35Z",
    "title_canon_sha256": "1be4c244be69b5e4e87fc82070240a7101cb69c08e5a4b49c1ae381136eff99d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.02207",
    "kind": "arxiv",
    "version": 2
  }
}