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The heuristic filters employ the LEWIS and SENIOR chemical rules, accuracy of isotopomer abundance patterns, elemental ratios, elemental ratio probabilities, the presence of derivatizable functional groups, and the presence of elemental formulas in the PubChem database (http://pubchem.ncbi.nlm.nih.gov/).nih.gov/
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The adequacy of software metrics is validated by the rule accuracy algorithm which is based on rule induction technique.
The number of positive matches in the testing set is used as a measure of rule accuracy.
For survival prediction, the average rule accuracy using all available variables is 82%, and 83.9% when using only the most significant variables.
Rule accuracy is computed for the σ function in terms of the well-known sensitivity and specificity metrics by using the equation proposed by Carballo and Freitas [ 25].
Rule accuracy can also be estimated as follows: (7) A c c u r a c y = T P + T N T P + T N + F P + F N where TP is the number of true positives, TN is the number of true negatives, FP is the number of false positives, and FN is the number of false negatives.
And I even got to pass on the outrage of many scientists at a culture that apparently allows the UK's best known columnists to enjoy immunity from the normal rules about accuracy – with the science of climate change in particular falling prey to opinion pieces with little regard for the truth.
However, we also incorporate rules with accuracy between 75%and85%5%.
One important issue in rule selection is how to deal with rules with accuracy below 85%.
Therefore, those rules with accuracy values above a predefined threshold are selected for the network construction.
Therefore, we will use those rules with accuracy between 75%and85%5% as additional "supporting rules" in suggesting possible treatment.
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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