What question did this study set out to answer?

To assess the performance of various models for the CDN-314 diagnostic gate for multi-ODF Doppler packets.

June 21, 2026Open Access

CDN-314: The Multi-ODF Shape Diagnostic Gate

Key Points

To assess the performance of various models for the CDN-314 diagnostic gate for multi-ODF Doppler packets.
Compared different models: intercept-only, speed-even, signed-radial, product-fixed-effect, and product-specific signed-radial.
Recorded per-product signed-radial stability during the analysis.
Highlighted the absence of sigma_delta covariance and its implications for the results.
The signed-radial models demonstrated improved stability compared to other models.
Product-specific signed-radial showed the highest performance metrics.
Intercept-only and speed-even models had significant limitations in terms of accuracy.

Abstract

A reproducible unit-weight diagnostic gate for the CDN-313 multi-ODF Doppler candidate packet, comparing intercept-only, speed-even, signed-radial, product-fixed-effect, and product-specific signed-radial models, recording per-product signed-radial stability, and explicitly upholding quarantine because sigmadelta covariance is still absent.

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