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From the set of 13 assays tested here, 10 cases show examples of MEME significantly outperforming the threshold-based method (Table S1); in some cases, with margins greater than 20 percentage points (e.g. "Microfluidic" and "Microfluidic II", Fig. 7b).

Overall, our MEME algorithm outperforms the threshold-based approach for the overwhelming majority of cases examined.

Overall, MEME outperforms the threshold-based approach for the overwhelming majority of cases examined.

The MTSS threshold outperformed the MTP threshold for all focal species in the native range (Table 3) and is recognized as one of the better-performing threshold criteria [37], [38].

The here described algorithm based on the Acapella™ image analysis software implements multi-channel segmentation and dynamic thresholding for elimination of tissue background and artefacts thus outperforming the common global threshold based methods [25].

Thus, the VITP approach was deemed to outperform the normative threshold method in our study.

In the MCBS, the validity checks offered compelling evidence that the VITP approach was effective in separating rapid-guessing behavior from solution behavior and outperformed the normative threshold method.

However, the WCR and Mov-Avg Cusum methods outperform the ILI threshold method by 1 week in retrospective detection of the 2009 pandemic in Scotland.

Lastly, we have shown through extensive simulations that by jointly optimizing the detection threshold together with the SAPA strategies, the downlink capacity of CRN can be improved significantly, outperforming the traditional static detection threshold based algorithms.

Also, the hysteretic model, in which there are two threshold buffer levels and the queue is served with the lower service rate, outperforms the one-threshold model in terms of energy efficiency.

In addition, all the ML-based methods outperform the simple threshold-based approach; however, they are also significantly more computationally intensive.

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