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Candidate models, that are first parameterized through a Global Sensitivity Analysis, are ranked based on estimated probabilities that measure the extent of agreement of their predictions with observed data.
The NRI calculations are based on estimated probabilities of event from logistic regression models.
However, we used inverse probability weighted method to directly analyse only the complete cases with special weights assigned to those cases based on estimated probabilities of completeness, thereby minimising the possibility of attrition bias.
Based on estimated probabilities of superiority, our analyses suggest that broad-spectrum mould-active azoles are more effective than fluconazole as antifungal prophylaxis in alloHCT recipients post-transplant, a result largely driven by fluconazole's lack of anti-mould activity; this finding is consistent with a previously published meta-analysis [ 8].
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A selection criterion, based on estimated probability and its degradation function, is proposed in order to match stability and performance metrics fulfillment.
In the first step, samples and genes are grouped based on estimated CN levels, estimated probabilities of CN alterations [ 20] or quantiles [ 21].
It is based on estimating the probability density function (pdf) of the log-likelihood ratio (LLR) at the output of the decoder using a normal density as a reference.
Hard classifiers directly target the classification decision boundary without producing the probability estimation, whereas soft classifiers allow estimating class conditional probabilities and then performing classification based on the estimated probabilities.
Based on the estimated probabilities, we can predict the optimal sequence alignment that contains the largest expected number of correctly aligned symbol pairs, rather than an alignment that maximizes an ad hoc score.
The Bayes classification[28] is based on estimating the prior probabilities π i for each class which describe the prior estimates about how probable a class is.
We may try to do a calculation as the sales representative is giving the spiel: The service contract is appealing if it is less than the replacement price of the product minus some factor based on the estimated probability of its failure.
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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