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Updated: Jun 23, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
04:23

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

Published on: April 21, 2023

Interpretable integration of SEM and SVM for reliable thyroid nodule classification

Mustafa Arif1, Yoshiyasu Takefuji1

  • 1Graduate School of Data Science, Musashino University, Tokyo, Japan.

Artificial Intelligence in Medicine
|June 20, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Explainable artificial intelligence (XAI)Feature attribution reliabilityHybrid structural equation modeling and machine learningSupport vector machine in healthcareThyroid nodule malignancy prediction

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Synthesis and Regulation of Thyroid Hormones01:20

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Low blood levels of the thyroid hormones — triiodothyronine (T3) and thyroxine (T4) — signal the hypothalamus to release the thyrotropin-releasing hormone (TRH). TRH then reaches the pituitary gland and stimulates the release of thyroid-stimulating hormone(TSH) into the bloodstream.
Upon reaching the thyroid gland, TSH stimulates the follicular cells' active uptake of iodide ions from the blood. The ions diffuse to the apical surface of the cells and are oxidized to iodine. The iodine is then...