This would prevent misclassifying clinical data as PHI and removing clinically relevant information during the de-identification process.
Whether a drug developer is seeking existing research, a medical researcher is searching for alternative treatments, or a practitioner is attempting to find data on a particular disease -- increasing access to relevant information removes roadblocks to discovery and fuels rapid growth.
After the pilot trial, to obtain the final version, the questionnaire was again submitted to evaluation by the expert panel, and after the analysis, some questions were rewritten and some others removed, for not returning relevant information.
Prior to model training, descriptors often need to be pre-processed [29] so that they are equally weighted as inputs into the learning algorithms and to remove any that contain little relevant information content.
Preprocessing of HSIs is performed to remove nonchemical biases from the relevant information prior to chemometric evaluation.
In such instances, dimension reduction should be applied to keep only the relevant information and for removing correlations.
Although, some relevant information may be removed, concept matching also provides the terminology code for each medical term included in the sentence, making it possible to index and relate the terms to each other and standard biomedical ontologies.
After removing the samples for which all relevant information was not available, the final cohort consisted of 891 subjects, among them 15.8% newborns with IUGR and 14.5% newborns with LBW.
Generally, normalization is intended to modify the underlying data as slightly as possible, but as much as necessary to remove systematic biases yet to conserve biological relevant information.
However, due to the removing of the holidays, we might ignore relevant information from our data, this could help to improve the forecasts.
