[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-120338-en":3,"doc-seo-120338-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},120338,1099514067438,"River Wang","https://ap-avatar.wpscdn.com/avatar/100002539ee87300030?x-image-process=image/resize,m_fixed,w_180,h_180&k=1780474512215547542",7,"Healthcare","Thyroid Disease Detection Using Machine Learning - Overview of Models and Methodology","The thyroid gland regulates metabolism and other vital biological functions, yet thyroid illnesses remain a common medical challenge. Effective management and therapy require early identification and timely treatment. Recent advances in machine learning and AI enable analysis of varied patient data, including laboratory results, medical imaging, and clinical complaints, to extract hidden patterns and correlations in large datasets. This supports earlier detection, more accurate diagnosis, improved patient outcomes, and reduced healthcare costs, while still requiring further research to translate methods into routine clinical practice.","Thyroid Disease Detection Using Machine Learning  \nMohammad Faiz¹, Syed Wajahat Abbas Rizvi²  \nAmity School of Engineering and Technology Lucknow, Amity University Uttar Pradesh, India [mohammadfaiz9935@gmail.com](mohammadfaiz9935@gmail.com1)[1](mohammadfaiz9935@gmail.com1), [swarizvi@lko.amity.edu](swarizvi@lko.amity.edu2)[2](swarizvi@lko.amity.edu2)  \n\n| How to cite this paper: M. Faiz, and S. W. A. Rizvi, “Thyroid Disease Detection Using Machine Learning,”Journal of Applied Science and Education (JASE), Vol. 03, Iss. 02, S. No.\u003Cbr>007, pp 1-9, 2023.\u003Cbr>[https://doi.org/10.54060/jase.v3i2](https://doi.org/10.54060/jase.v3i2) . |\n| --- |\n| 32\u003Cbr>Received: 21/04/2023\u003Cbr>Accepted: 07/06/2023\u003Cbr>Published: 25/11/2023\u003Cbr>Copyright © 2023 The Author(s) . This work is licensed under the Creative Commons Attribution International License (CC BY 4.0) . [http://creativecommons.org/licens](http://creativecommons.org/licens) |\n| es/by/4 .0/\u003Cbr>  Open Access  |\n\nAbstract  \nThe thyroid gland, which is in charge of controlling metabolism and other biological functions, is affected by thyroid illness, a frequent medical disorder. Successful thyroid disease management and therapy depends on early diagnosis and treatment. Recent years have seen the development of numerous machine learning methods and artificial intelligence (AI) algorithms to help with the early detection and diagnosis of thyroid disease. These methods entail evaluating a range of patient data, such as laboratory results, imaging studies, and clinical complaints. These algorithms can find patterns and correlations in vast volumes of patient data that might not be obvious to human experts. This may result in earlier identification and more precise diagnosis of thyroid illness, enhancing patient outcomes and lowering medical expenses. Additional study and development are necessary to improve these methods and incorporate them into clinical practice.  \nKeywords  \nMachine Learning, Thyroid Disease Detection, Decision Tree, Random Forest.  \n1. Introduction  \nMillions of individuals worldwide suffer from a thyroid condition, a prevalent glandular system ailment. For effective treatment and management, it is important to find and diagnose thyroid disease as soon as possible. But thyroid disease can be hard to identify because its symptoms aren't always clear and can be like those of other illnesses. [2] Laboratory tests and medical scans are often used to help figure out what's wrong with the thyroid, but these methods can take a long time and cost a lot.  \nThyroid disease detection and diagnosis have been greatly aided by the advent of machine learning algorithms and artifi-  \ncial intelligence (AI) techniques in recent years. [15] These algorithms can look at a huge amount of patient data, like lab tests, medical images, and clinical symptoms, to find patterns and connections that may not be obvious to human experts. Using machine learning algorithms to find thyroid disease has several benefits, such as finding the disease early, getting a correct diagnosis, and making personalized treatment plans.  \nThe goal of this study is to give an overview of the current state of the art in using machine learning to find thyroid diseases. [5] It will talk about the problems with standard methods of diagnosis, the benefits of using machine learning algorithms, and the different techniques and algorithms used to find thyroid disease. The study will also look at the limits and future directions of machine learning in detecting thyroid disease, as well as how it might affect the way healthcare is given. [13] In order to predict Thyroid in individuals, we have tested a wide range of machine learning techniques. We evaluated the performance of eleven various models to develop a prediction model, including:  \n• K Nearest Neighbors  \n• Decision Tree  \n• Support Vector Machine  \n• Random Forest  \n2. Proposed Model  \nThe ML-based prediction model that suggested at each level. The first thing to do is ","cbCailEEQL83EaoI","https://ap.wps.com/l/cbCailEEQL83EaoI","pdf",383126,1,9,"English","en",105,"# Introduction\n# Proposed Model\n# Methodology\n## Data Collection","[{\"question\":\"Why is early diagnosis of thyroid disease important?\",\"answer\":\"Early diagnosis enables more effective management and therapy. It helps overcome unclear or overlapping symptoms that can resemble other illnesses.\"},{\"question\":\"How does the proposed approach use machine learning for thyroid detection?\",\"answer\":\"It trains machine learning models using processed patient research data, replaces missing values, handles categorical variables, balances the dataset, and evaluates algorithm results with multiple measures.\"},{\"question\":\"Which machine learning models are evaluated in the study?\",\"answer\":\"The study evaluates eleven models, explicitly listing K Nearest Neighbors, Decision Tree, Support Vector Machine, and Random Forest among them.\"}]","Thyroid Disease Detection Using Machine Learning - Overview of Models and Methodology | PDF",1785729557,23,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":86,"head_meta":88,"extra_data":90,"updated_unix":28},"thyroid-disease-detection-using-machine-learning-overview-of-models-and-methodology","",{"@graph":36,"@context":85},[37,54,68],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/healthcare/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/thyroid-disease-detection-using-machine-learning-overview-of-models-and-methodology/120338/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":62,"encodingFormat":61,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-03",true,{"@type":65,"interactionType":66,"userInteractionCount":4},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"Why is early diagnosis of thyroid disease important?","Question",{"text":75,"@type":76},"Early diagnosis enables more effective management and therapy. It helps overcome unclear or overlapping symptoms that can resemble other illnesses.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"How does the proposed approach use machine learning for thyroid detection?",{"text":80,"@type":76},"It trains machine learning models using processed patient research data, replaces missing values, handles categorical variables, balances the dataset, and evaluates algorithm results with multiple measures.",{"name":82,"@type":73,"acceptedAnswer":83},"Which machine learning models are evaluated in the study?",{"text":84,"@type":76},"The study evaluates eleven models, explicitly listing K Nearest Neighbors, Decision Tree, Support Vector Machine, and Random Forest among them.","https://schema.org",{"og:url":52,"og:type":87,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":89,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":92},[93,97,101,105,110,115,118,123,127,130,134],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":108,"slug":109},5,"Comic",60,"comic",{"id":111,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},6,"Technology",50,"technology",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":116,"slug":117},40,"healthcare",{"id":119,"doc_module":4,"doc_module_name":46,"category_name":120,"show_sort_weight":121,"slug":122},8,"Research & Report",30,"research-report",{"id":21,"doc_module":4,"doc_module_name":46,"category_name":124,"show_sort_weight":125,"slug":126},"Religion & Spirituality",20,"religion-spirituality",{"id":125,"doc_module":4,"doc_module_name":46,"category_name":128,"show_sort_weight":125,"slug":129},"World Cup","world-cup",{"id":131,"doc_module":4,"doc_module_name":46,"category_name":132,"show_sort_weight":131,"slug":133},10,"Lifestyle","lifestyle",{"id":135,"doc_module":4,"doc_module_name":46,"category_name":136,"show_sort_weight":106,"slug":137},19,"General","general"]