The optimum solution provides a coherent and relevant categorization of website profiles, and highlights the possibilities of genetic algorithms as a tool for discovering new knowledge in the field of web mining.
We applied IWE to generate embedding of chest CT radiology reports from two healthcare organizations and utilized the vector representations to semi-automate report categorization based on clinically relevant categorization related to the diagnosis of pulmonary embolism (PE).
To identify the most biologically relevant categorization, priority for annotation was set as follows: Noxae [D27.888.569], Physiological Effects of Drugs [D27.505.696], Therapeutic Uses [D27.505.954], Molecular Mechanisms of Action [D27.505.519].
All hematological parameters measured were quantitative but, to facilitate clinical interpretation, survival curves were obtained for selected clinically relevant categorizations of these parameter values.
In this descriptive study, free-text CCs were examined by the lead author, who devised a clinically relevant, hierarchical categorization scheme.
In the case of this study, the investigators started with the presupposition that a 'racialized' classification of the subjects, with the categories 'White', 'Intermediate', and 'Black', would be used as an explanatory variable in the algorithms defining dosage, but later concluded that this categorization was not a relevant variable.
Mammographic density is a relevant modifier of the agreement between pathologists who assess breast biopsies using the B-categorization scheme.
A relevant main result of the present research was related to the psychophysiological measures which were shown to vary in concomitance to the type of stimuli (different emotions) and to the categorization process (the subjective ratings).
Select a relevant Category.
Choose a relevant category.
