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This resulted in two combined output predictions: (i) combined predicted stability change (CPSC) and (ii) protein protein affinity change (PPAC).
We investigated two approaches to aggregate predictions: (i) by selecting the class with the maximal predicted probability (max-based); and (ii) by choosing the class based on the order of the steps in the crystallization protocol (order-based).
Commonly employed source zone metrics were analyzed to determine differences between 2D and 3D predictions: (i) down-gradient flux-averaged contaminant concentration, (ii) reductions in contaminant mass flux through a down-gradient boundary, (iii) source zone ganglia-to-pool (GTP) ratio, and (iv) time required to achieve a remediation objective.
The following methods were reported earlier in the literature for melting temperature predictions: (i) Basic method [17]; (ii) Salt corrected method [20]; (iii) NN method using Breslauer's parameters [14]; (iv) NN method using Santa Lucia's parameters [35]; (v) NN method using Sugimoto's parameters [34] and (vi) Consensus method [37].
Although we found that estrous overlap positively predicted the number of males in primate groups in nearly all of the MCMC samples, including estrous overlap in the statistical model did not account for noticeably more variation (R2) in the regression model (e.g., compare predictions i and iii in Table 1).
Specifically, we had the following predictions: (i) at each elevation, deciduous species show acquisitive leaf economics while evergreen species have conservative leaf economics.
For instance, it is hard to produce validated models, or to find core predictions, i. e. model predictions with low uncertainty [ 2- 4].
The first proteome scannings assign each sequence three predictions: (i) subcellular localization, (ii) adhesin probability and (iii) topology, using the algorithms PSORTb 2.0 [ 14], SPAAN [ 15] and HMMTOP [ 16] respectively.
Simulations of these two scenarios led to the following predictions: (i) after changing over from a gluten-containing diet to a GFD the antibody level drops nearly to zero within 2 to 3 months, (ii) after changing over from a GFD to a gluten-containing diet antibodies appear within 2 weeks.
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b) "Qualitative" or global or systemic predictions: Is the orbit of this planet stable?
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com