National Repository of Grey Literature 2 records found  Search took 0.02 seconds. 
Bayesian Selective Transfer Learning for Patient-Specific Inference in Thyroid Radiotherapy
Murray, Sean Ernest ; Quinn, Anthony
This research report outlines a selective transfer approach for Bayesian estimation of patient-specific levels of radioiodine activity in the thyroid during the treatment of differentiated thyroid carcinoma. The work seeks to address some limitations of previous approaches [4] which involve generic, non-selective transfer of archival data. It is proposed that improvements in patient-specific inferences may be achieved via transferring external population knowledge selectively. This involves matching the patient to a similar sub-population based on available metadata, generating a Gaussian Mixture Model within the partitioned data, and optimally transferring a data predictive distribution from the sub-population to the specific patient. Additionally, a performance evaluation method is proposed and early-stage results presented.
Causes currently increased incidence of thyroid carcinomas
Škarková, Barbora ; Brynychová, Iva (advisor) ; Dvořáková, Šárka (referee)
The thyroid carcinoma incidence has currently multiplied and the largest increase was recorded for thyroid papillary carcinoma. The aim of this work is to discuss factors increasing the risk of thyroid carcinoma. The only confirmed risk of developing this form of carcinoma is ionizing radiation mostly in connection with nuclear attacks and nuclear power plants disasters. Other risk factors include iodine intake and the influence of nitrates, both of which act as separate risk factors and also as factors increasing the risk potential of ionizing radiation. Thyroid carcinoma occur 3 times more frequently in women, therefore the risk factors specific for females, such as estrogens, assisted reproduction methods, pregnancy and hysterectomy, are also discussed. Hypothyroidism and Hashimoto's thyroiditis have a significant association with thyroid carcinomas while controversial factors are risky elements of lifestyle and nutrition (eg smoking, cruciferous vegetables, high glycemic index and body weigh index). A high incidence of thyroid carcinomas was found in volcanic areas in connection with the effects of heavy metals contained in lava. Another high incidence was recorded in the areas with low average annual temperatures. One of the reasons for the increase in the incidence of thyroid carcinoma is...

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