Non-relevant findings were removed and additional information was included as necessary.
Additional steroids were included as necessary to verify co-migration of other metabolites with their respective standards.
Bins in addition to the i + 1 and i − 1 neighbors are included as necessary to achieve a minimum of 100 identifications in the weighted average.
For all models, residual diagnostics are used to assess model assumptions and appropriate transformations and/or non-linear terms are included as necessary.
To circumvent the risk of an overfitted model, which can arise when there are excess potential explanatory variables, as is often the case with biomarkers, we have used bootstrap sampling to refine the models by excluding variables with an unstable form or those that are unreliably included as necessary for prediction.
Antibiotics were included as necessary at the following concentrations: 34 mg/L Ampicillin ((2S,5R,6R -6-([ 2R -2-amino-2-phenylacetyl]amino -3,3-dimethyl-7-oxo-4-thia-1-azabicyclo[3.2.0]heptane-2-carboxylic acid) and 30 mg/L Kanamycin (2-(aminomethyl)- 6-[ 2R -2-amino-2-phenylacetyl]amino -3,3-dimethyl-7-oxo-4-thia-1-azabicyclo[3.2.0]heptane-2-carboxylicxy]- tetrahydropyran- 3,4,5-triol).
There must also be a concise statement of facts, and documents must be included, as are necessary to enable the Tribunal to decide the questions referred.
Reasons for not attempting to obtain further intervention information included: not perceived as necessary as part of a review, not needed because interventions were already fully described, or would not subsequently have been able to incorporate the information into the review.
This allows us to compute the current response to any degree of accuracy by including as many corrections as necessary.
During that period, the ARF regarded armed activity, including terror, as necessary for the achievement of political goals.
