Comprehensive framework for thyroid disorder diagnosis: Integrating advanced feature selection, genetic algorithms, and machine learning for enhanced accuracy and other performance matrices - Kumar, Ankur; Dhanka, Sanjay; Sharma, Abhinav; Sharma, Anchal; Maini, Surita; Fahlevi, Mochammad; Rabby, Fazla; Aljuaid, Mohammed; Bansal, Rohit (PloS one, 2025)
Keywords: Accuracy; Algorithms; Biology and Life Sciences; Care and treatment; Classification; Cognitive ability; Computer and Information Sciences; Correlation analysis; Datasets; Deep learning; Diagnosis; Disease prevention; Engineering and Technology; Erythropoiesis; Genetic algorithms; Health aspects; Hormone replacement therapy; Hormones; Humans; Hyperthyroidism; Hypothyroidism; Learning algorithms; Machine Learning; Measurement; Medical diagnosis; Medicine and Health Sciences; Metabolism; Methods; Nervous system; Neural networks; Oxidative metabolism; Oxidative stress; Performance measurement; Physical Sciences; Physiological aspects; Pituitary hormones; Research and Analysis Methods; Serology; Support vector machines; Thermoregulation; Thyroid; Thyroid diseases; Thyroid Diseases - diagnosis; Thyroid Diseases - genetics; Thyroid gland; Thyroid hormones; Thyroid-stimulating hormone; Thyroxine; Triiodothyronine; Asia