pith:5C2ALEVV
Attractor-Vascular Coupling Theory: Formal Grounding and Empirical Validation for AAMI-Standard Cuffless Blood Pressure Estimation from Smartphone Photoplethysmography
Cardiac attractor geometry from photoplethysmography encodes blood pressure data sufficient for AAMI-standard cuffless estimation.
arxiv:2605.10871 v2 · 2026-05-11 · physics.med-ph · cs.AI · cs.LG
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\usepackage{pith}
\pithnumber{5C2ALEVV526OGND62AIHYNODLF}
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Record completeness
Claims
A LightGBM model using PTT and CSI attractor features under single-point calibration achieved SBP MAE 2.05 mmHg, DBP MAE 1.67 mmHg, r=0.990/0.991 on 29,684 windows from 46 subjects, satisfying AAMI/IEEE SP10, with PPG-only ablation matching ECG+PPG within 0.05 mmHg and 91.5% error reduction from uncalibrated baseline.
That the four AVCT predictions (including feature-importance hierarchy) are derived from Cardiac Stability Theory and Takens embedding rather than being post-hoc statements fitted to the same BIDMC/VitalDB data used for model evaluation.
AVCT theory plus LightGBM on PPG attractor features achieves 2.05/1.67 mmHg MAE for SBP/DBP under LOSO-CV and meets AAMI criteria with smartphone-only input.
Formal links
Receipt and verification
| First computed | 2026-05-20T00:04:35.826181Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
e8b40592b5eebce3347ed0107c35c3597f548620e9c3fecf43f1106bc6b841b8
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5C2ALEVV526OGND62AIHYNODLF \
| 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: e8b40592b5eebce3347ed0107c35c3597f548620e9c3fecf43f1106bc6b841b8
Canonical record JSON
{
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"cross_cats_sorted": [
"cs.AI",
"cs.LG"
],
"license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
"primary_cat": "physics.med-ph",
"submitted_at": "2026-05-11T17:24:42Z",
"title_canon_sha256": "d8e4d47c8e9f3f85e6f95fd49af020b5580223b7551d385fc76276bae86b43a1"
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"source": {
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