pith:UBS25CSF
Quantifying Rodda and Graham Gait Classification from 3D Makerless Kinematics derived from a Single-view Video in a Heterogeneous Pediatric Clinical Cohort
A markerless pipeline from single-view video quantifies Rodda and Graham knee and ankle z-scores with R² of 0.80 for knees against 3D gait analysis in 152 children.
arxiv:2605.11314 v2 · 2026-05-11 · cs.CV · cs.AI
Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UBS25CSFUCYQVM7ER4GBI7LXMN}
Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge
Record completeness
Claims
Across 1,058 bilateral limb samples from 529 trials of 152 children, the sagittal-view model achieved R² = 0.80 ± 0.02 and CCC = 0.89 ± 0.02 for knee z-scores and R² = 0.57 ± 0.02 and CCC = 0.72 ± 0.02 for ankle z-scores against 3D-IGA.
That single-view 2D video kinematics can be mapped reliably to the 3D-IGA z-scores used as ground truth, particularly for ankle measurements where performance is lower, and that the heterogeneous cohort (60 diagnoses) generalizes to new patients.
A single-view video model estimates knee z-scores with R²=0.80 and ankle z-scores with R²=0.57 against 3D-IGA ground truth, supporting screening and longitudinal tracking in a heterogeneous pediatric cohort.
Formal links
Receipt and verification
| First computed | 2026-05-22T01:04:55.544790Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
a065ae8a45a0b10ab3e48f0c147d77636588b14ad759c676d2b947bdd0cd3510
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UBS25CSFUCYQVM7ER4GBI7LXMN \
| 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: a065ae8a45a0b10ab3e48f0c147d77636588b14ad759c676d2b947bdd0cd3510
Canonical record JSON
{
"metadata": {
"abstract_canon_sha256": "6922226cbdf54e62d6dcaf8191ae57a95626551baf69ed6e5f9135651b4ae936",
"cross_cats_sorted": [
"cs.AI"
],
"license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
"primary_cat": "cs.CV",
"submitted_at": "2026-05-11T23:04:08Z",
"title_canon_sha256": "47f9dca917c0a12e7110f968947d8cf170ed0770a9233d158afa2c6412afb281"
},
"schema_version": "1.0",
"source": {
"id": "2605.11314",
"kind": "arxiv",
"version": 2
}
}