Publication
Multi‑Level Regulatory Readiness Framework — Medical Devices (RRL‑QMS)
Preprint-style manuscript describing the framework, methods, and a calibrated predictive model. Implementation details are shared privately.
References
Publications are written to be. Where standards or regulations are referenced, we link official sources in Standards & References.
QMSReadinessModelPreprint
Executive summary
- Defines a staged nine‑level QMS readiness ladder mapped to regulatory expectations.
- Connects readiness level to approval probability via a calibrated logistic regression model (method described).
- Includes a references section anchored on primary regulatory and standards sources.
Public material is outcome-focused. Implementation details are shared only under private detail sharing (private agreement / limited scope / selective sharing).
Integrity
Verify downloads with the site manifest:
How to cite
Cite as: A Multi-Level Regulatory Readiness Framework (RRL‑QMS) and Predictive Modelling for Quality Maturity in Medical Device Approvals. Zenodo. https://doi.org/10.5281/zenodo.15468504.
BibTeX:
@misc{rrlqms2025,
title = {A Multi-Level Regulatory Readiness Framework (RRL-QMS) and Predictive Modelling for Quality Maturity in Medical Device Approvals},
author = {Zadehnour, Mehdi},
year = {2025},
publisher = {Zenodo},
doi = {10.5281/zenodo.15468504},
url = {https://doi.org/10.5281/zenodo.15468504}
}
Last updated: 2025-12-20