Pith. sign in
Pith Number

pith:7OCBT2VB

pith:2025:7OCBT2VB65OH7TKWKI65T7VUVV
not attested not anchored not stored refs pending

Unsupervised and semi-supervised clustering methods to identify and refine participant experience levels in educational research

Adrien Weihs, Helge Drange, Julien-Pooya Weihs, Vegard Gjerde

arxiv:2508.03840 v1 · 2025-08-05 · physics.ed-ph · physics.data-an

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7OCBT2VB65OH7TKWKI65T7VUVV}

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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.
Receipt and verification
First computed 2026-07-05T11:49:59.849606Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fb8419eaa1f75c7fcd56523dd9feb4ad64e545561933caeab26fb02601c3fb82

Aliases

arxiv: 2508.03840 · arxiv_version: 2508.03840v1 · doi: 10.48550/arxiv.2508.03840 · pith_short_12: 7OCBT2VB65OH · pith_short_16: 7OCBT2VB65OH7TKW · pith_short_8: 7OCBT2VB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7OCBT2VB65OH7TKWKI65T7VUVV \
  | 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: fb8419eaa1f75c7fcd56523dd9feb4ad64e545561933caeab26fb02601c3fb82
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e14a44d66f366668ebf34b711b6248d5e177ac18f60e10e64a08b026bf4504f0",
    "cross_cats_sorted": [
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "physics.ed-ph",
    "submitted_at": "2025-08-05T18:39:04Z",
    "title_canon_sha256": "9542fcf1c4dd09ae52d2fcdc259038955070033cb56f36fd93f067c870967f5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.03840",
    "kind": "arxiv",
    "version": 1
  }
}