Pith Number

pith:33CQZHDN

pith:2016:33CQZHDNWOCVL6K22MH66LI2NS

not attested not anchored not stored refs pending

Machine Learning Approach for Skill Evaluation in Robotic-Assisted Surgery

Abhilash K. Pandya, Mahtab J. Fard, Michael D. Klein, Ratna B. Chinnam, R. Darin Ellis, Sattar Ameri

arxiv:1611.05136 v1 · 2016-11-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{33CQZHDNWOCVL6K22MH66LI2NS}

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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

1 paper in Pith

Machine Learning-Based Automated Assessment of Intracorporeal Suturing in Laparoscopic Fundoplication

Receipt and verification

First computed	2026-05-18T00:57:45.377963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dec50c9c6db38555f95ad30fef2d1a6c8013c6d267505743b71c52c53b70533c

Aliases

arxiv: 1611.05136 · arxiv_version: 1611.05136v1 · doi: 10.48550/arxiv.1611.05136 · pith_short_12: 33CQZHDNWOCV · pith_short_16: 33CQZHDNWOCVL6K2 · pith_short_8: 33CQZHDN

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/33CQZHDNWOCVL6K22MH66LI2NS \
  | 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: dec50c9c6db38555f95ad30fef2d1a6c8013c6d267505743b71c52c53b70533c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c2762760ab354a267d53df6aa018a42387725ca26130afb48d5f3aed71e6012",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-16T03:45:12Z",
    "title_canon_sha256": "6f701f2b6f0dbdcbfa0a37c8d2516d3c5d2061add4958227aa164cadfca6780a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.05136",
    "kind": "arxiv",
    "version": 1
  }
}