[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-119611-en":3,"doc-seo-119611-105":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},119611,1099514068365,"Aurelia","https://ap-avatar.wpscdn.com/avatar/10000253d8d9f28188e?_k=1776742907772140068",8,"Research & Report","AUTOMATED DETECTION AND EVALUATION OF ISCHEMIC STROKE ON CT BRAIN IMAGING USING MACHINE LEARNING TECHNIQUES","This dissertation investigates automated detection and evaluation of ischemic stroke using CT brain imaging powered by machine learning techniques. The work documents the research background and problem statement, defines study objectives and hypotheses, and establishes a conceptual framework to guide analysis. It includes scholarly oversight through supervisors and field supervision, and describes support received for the data analysis phase, aiming to improve accuracy and efficiency in interpreting complex medical imaging data.","AUTOMATED DETECTION AND EVALUATION OF ISCHEMIC  \nSTROKE ON CT BRAIN IMAGING USING MACHINE LEARNING  \nTECHNIQUES  \nNURAMIRAHATIKAH BINTI SHARUDDIN  \nSCHOOL OF HEALTH SCIENCES  \nUNIVERSITI SAINS MALAYSIA  \nAUTOMATED DETECTION AND EVALUATION OF ISCHEMIC STROKE ON CT BRAIN IMAGING USING MACHINE LEARNING  \nTECHNIQUES  \nby  \nNURAMIRAHATIKAH BINTI SHARUDDIN  \nDissertation submitted in partial fulfilment of the requirement for the degree of Bachelor of Health Sciences (Honours) (Medical Radiation)  \nJUNE 2025  \nCERTIFICATE  \nThis is to certify that the dissertation entitled “AUTOMATED DETECTION AND EVALUATION OF ISCHEMIC STROKE ON CT BRAIN IMAGING USING MACHINE LEARNING TECHNIQUES” is the bona fide record of research work done by NURAMIRAHATIKAH BINTI SHARUDDIN during the period from October 2024 to June 2025 under my supervision. I have read this dissertation and that in my opinion it conforms to acceptable standards of scholarly presentation and is fully adequate, in scope and quality, as a dissertation to be submitted in partial fulfilment for the degree of Bachelor of Health Science (Honours) (Medical Radiation) .  \nMain Supervisor:  \nPn. Siti Aishah Abd Aziz  \nSenior Lecterur  \nSchool of Health Science Universiti Sains Malaysia Health Campus Kubang Kerian  \n16150 Kubang Kerian Kelantan, Malaysia  \nCo-Supervisor:  \nDr. Nur Asma Sapiai Lecterur/Neuroradiologist School of Medical Sciences  \nUniversiti Sains Malaysia Health Campus Kubang  \nKerian  \n16150 Kubang Kerian Kelantan, Malaysia  \nField-Supervisor:  \nPn. Norfataha Mohd Daud Radiographer  \nUniversiti Sains Malaysia Health Campus Kubang  \nKerian  \n16150 Kubang Kerian Kelantan, Malaysia  \nDate: June 2025  \nDECLARATION  \nI, NUR AMIRAH ATIKAH BINTI SHARUDDIN hereby declare that the dissertation entitled “AUTOMATED DETECTION AND EVALUATION OF ISCHEMIC STROKE ON CT BRAIN IMAGING USING MACHINE LEARNING TECHNIQUES” is the result of my own investigations, except where otherwise stated and duly acknowledged. I also declare that it has not been previously or concurrently submitted as a whole for any other degrees at Universiti Sains Malaysia or other institutions. I grant Universiti Sains Malaysia the right to use the dissertation for teaching, research and promotional purposes.  \nNURAMIRAHATIKAH BINTI SHARUDDIN  \nDate: June 2025  \nACKNOWLEDGEMENT  \nAlhamdulillahirabbil ‘alamin, all praise and gratitude be to Allah SWT, the Most Gracious and the Most Merciful, for granting me the strength and patience to complete this thesis. Without His endless blessings and guidance, none of this would have been possible.  \nI would like to extend my deepest appreciation to my supervisor, Pn. Siti Aishah Abd Aziz, for their unwavering support, guidance, and encouragement throughout this journey. Their thoughtful advice and insightful feedback have been invaluable. I am truly grateful for their mentorship and the time and effort they have invested in me.  \nTo my beloved parents Azizah Binti Sulaiman and Sharuddin Bin Othman, no words can truly express how thankful I am for your unconditional love and constant prayers. You have been my pillars of strength and the reason I never gave up. Thank you for believing in me even when I doubted myself. To my family and friends, thank you for your understanding, and continuous encouragement. Your support has been a quiet yet powerful force behind my progress, especially during the most challenging times.  \nA special note of gratitude to the Institute for Artificial Intelligence and Big Data (AIBIG), Universiti Malaysia Kelantan (UMK) for their kind guidance and valuable assistance in the data analysis phase of this study. Your expertise, and support have been crucial in helping me navigate and interpret complex data with confidence and clarity  \nLastly, I would like to extend my heartfelt gratitude to myself for enduring sleepless nights, and for pushing through moments of doubt and fatigue. This thesis is not only a symbol of academic achievement, but also of pers","cbCaifptL82abta3","https://ap.wps.com/l/cbCaifptL82abta3","pdf",700574,1,41,"English","en",105,"# TABLE OF CONTENTS\n## CHAPTER 1\n### 1.1. Background of the Study\n### 1.2. Problem statement & Study rationale\n### 1.3. Objective\n### 1.4. Hypothesis\n### 1.4.1. Null Hypothesis (H0)\n### 1.4.2. Alternative Hypothesis (H1)\n### 1.5. Significant of Study\n### 1.6. Conceptual Framework","[{\"question\":\"What is the study topic?\",\"answer\":\"The study focuses on automated detection and evaluation of ischemic stroke using CT brain imaging with machine learning techniques.\"},{\"question\":\"What research design elements are defined in Chapter 1?\",\"answer\":\"Chapter 1 outlines the background, problem statement and rationale, study objectives, and hypotheses including the null and alternative hypotheses.\"},{\"question\":\"What supports were mentioned for the data analysis phase?\",\"answer\":\"Acknowledgements highlight guidance and assistance from the Institute for Artificial Intelligence and Big Data (AIBIG), Universiti Malaysia Kelantan (UMK) during the data analysis phase.\"}]","AUTOMATED DETECTION AND EVALUATION OF ISCHEMIC STROKE ON CT BRAIN IMAGING USING MACHINE LEARNING TECHNIQUES | PDF",1785725293,103,{"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},"automated-detection-and-evaluation-of-ischemic-stroke-on-ct-brain-imaging-using-machine-learning-techniques","",{"@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/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/automated-detection-and-evaluation-of-ischemic-stroke-on-ct-brain-imaging-using-machine-learning-techniques/119611/",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},"What is the study topic?","Question",{"text":75,"@type":76},"The study focuses on automated detection and evaluation of ischemic stroke using CT brain imaging with machine learning techniques.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"What research design elements are defined in Chapter 1?",{"text":80,"@type":76},"Chapter 1 outlines the background, problem statement and rationale, study objectives, and hypotheses including the null and alternative hypotheses.",{"name":82,"@type":73,"acceptedAnswer":83},"What supports were mentioned for the data analysis phase?",{"text":84,"@type":76},"Acknowledgements highlight guidance and assistance from the Institute for Artificial Intelligence and Big Data (AIBIG), Universiti Malaysia Kelantan (UMK) during the data analysis phase.","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},[93,97,101,105,110,115,120,123,128,131,135],{"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":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":106,"slug":138},19,"General","general"]