Publications by authors named "E E Manziuk"
Article Synopsis
- Modern AI solutions struggle with the "black box" nature of deep learning models, particularly in critical medical applications where transparency is essential.
- This study introduces a scalable method using a transition matrix to make deep learning model decisions more interpretable, integrating clinical guidelines and expert rules to ensure alignment with medical standards.
- Tested on ECG and MRI datasets, the approach showed high agreement with expert annotations (0.89 for ECG and 0.80 for MRI), proving its reliability and potential for broader use in various medical fields.
Ceftriaxone, cephalosporin of the third generation, was given to 40 adults admitted to hospital for bronchopulmonary infections. Pneumonia and aggravation of chronic bronchitis were diagnosed in 27 and 13 patients, respectively. The drug was given in a single daily dose 1-2 g intravenously or intramuscularly.
View Article and Find Full Text PDF[Dynamics of the oscillographic indices of healthy miners depending on the work].
Gig Tr Prof Zabol
December 1974