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The four categories of features are composition information, structural and functional information, physicochemical properties and evolutionary information and the three kinds of coding methods are overall composition-transition-distribution called OCTD Globall method), autocross-covariance (ACC) transformation (Nonlocal method) and split amino acid (SAA) Transformation (Local method).
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The dimensionality reduction methods were overall inferior to others.
Nevertheless, the forecast provided by the proposed method is overall much closer to the actual load and much less affected by the anomalies than the forecasts provided by the other three methods.
The second analysis method is, overall, more conservative, but has the ability to rescue some regions that would not pass the very strict threshold based on standard deviation.
Non-standardised expected survival computed by the Ederer II method was overall higher than the estimates computed by Hakulinen's method.
Of the individual methods, HMM2 was overall best but it notably underperformed on the cold stress dataset.
All four investigators agreed in only 31-44% of arthroscopy and OCT images (depending on the method), which was overall a bit lower than the average intra-investigator agreement.
Even if the errors inherent to these methods are added the overall benefit is worthy.
The sample size is robust, the statistical methods are appropriate, and overall the paper is well written.
Goals are clearly formulated, appropriate sectors are targeted, appropriate methods are used and, overall, interventions have led to the targeted change at the output level.
While the evidence on differences across payment methods is mixed, overall it suggests that paying for only a subset of periods or individuals is at least as effective as the "pay all" approach and can well be more effective.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com