[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-117068-en":3,"doc-seo-117068-105":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},117068,3848291630094,"Emma Wilson","https://eur-avatar.wpscdn.com/davatar_085a072bc5b1113ac321206ff7593b45",8,"Research & Report","Machine Learning Prediction of Cancer from the Publicly Available Dataset - Capstone Project","Prostate cancer represents a major cancer burden for men globally and in Qatar, with high incidence and significant mortality. Since current screening and detection procedures are invasive and often not easily accessible, the project develops machine learning methods to support earlier, more accurate detection. The study evaluates the performance of machine learning models for prostate cancer prediction using a publicly available healthcare dataset. It identifies the most suitable classifier, proposes a standard operating procedure (SOP), and analyzes the key feature class associated with increased risk.","QATAR UNIVERSITY  \nCOLLEGE OF HEALTH SCIENCES  \nMACHINE LEARNING PREDICTION OF CANCER FROM THE PUBLICLY  \nAVAILABLE DATASET  \nBY  \nHalah Noor Nasir  \nA Capstone Project Submitted to  \nthe College of Health Sciences  \nin Partial Fulfillment of the Requirements for the Degree of  \nMasters of Science in Biomedical Sciences  \nJanuary 2024  \n© 2024 Halah Noor Nasir. All Rights Reserved.  \nCOMMITTEE PAGE  \nThe members ofthe Committee approve the Capstone Project of Halah Noor Nasir defended on 06/12/2023 .  \n\n| Dr Rozaimi Razali Thesis/Dissertation Supervisor |\n| --- |\n| Dr Maha Al Asmakh\u003Cbr>Committee Member |\n\nDr Abdulaziz Khalid A M Al-Ali Committee Member  \nABSTRACT  \nNOOR NASIR, HALAH, Masters of Science:  \nJanuary: [2024], Biomedical Sciences  \nTitle: Machine Learning Prediction of Cancer from the Publicly Available Dataset  \nSupervisor of Capstone Project: Dr Rozaimi Razali  \nProstate cancer in the second most common cause of cancer in men around the world and in Qatar with a high incidence rate worldwide. This has resulted in an increased mortality rate, making prostate cancer a healthcare burden. Early detection of prostate cancer is crucial in reducing mortality; however, the current detection procedures are invasive with prostate cancer screening test not being easily accessible. This has led to the development of machine learning approaches in detection of cancer with aims to improve healthcare accuracy and patient outcomes. This study examines the efficacy of machine learning model in prediction of prostate cancer using publicly available healthcare dataset. It aims to determine the best classifier algorithm and to develop a standard operating procedure (SOP) that can be used in a machine learning model for prostate cancer prediction. Lastly, this study examines the main feature class based on machine learning model that can increase the risk of developing prostate cancer.  \nDEDICATION  \n\"This capstone project is dedicated to my loving parents for their unconditional support throughout my educational and professional endeavors.”  \nACKNOWLEDGMENTS  \n“I would like to acknowledge the support of Qatar University for providing all the needs to achieve the requirements of this study. I would also like to extend my sincere gratitude towards the supervisor of the capstone project Dr Rozaimi Razali for his immense guidance and commitment.”  \nTABLE OF CONTENTS  \nDEDICATION ..............................................................................................................iv  \nACKNOWLEDGMENTS ............................................................................................. v  \nLIST OF TABLES ......................................................................................................... x  \nLIST OF FIGURES ......................................................................................................xi  \nCHAPTER 1: INTRODUCTION .................................................................................. 1  \n1.1 Study Hypothesis, Aim and Objectives................................................................3  \nCHAPTER 2: LITERATURE REVIEW .......................................................................4  \n2.1 Overview of Prostate Cancer................................................................................4  \n2.2 Screening and Diagnosis of Prostate Cancer........................................................5  \n2.2.1: PSA Test ....................................................................................................... 5  \n2.2.2: Digital Rectal Examination:.........................................................................6  \n2.2.3: PCA3 Test: ................................................................................................... 6  \n2.2.4: Magnetic Resonance Imaging: .....................................................................6  \n2.3 Prevalence and Incidence of Prostate Cancer in Qatar ........................................7  \n2","cbCaiahF5xMZ75cO","https://ap.wps.com/l/cbCaiahF5xMZ75cO","pdf",1494646,1,95,"English","en",105,"# Chapter 1: Introduction\n## 1.1 Study Hypothesis, Aim and Objectives\n# Chapter 2: Literature Review\n## 2.1 Overview of Prostate Cancer\n## 2.2 Screening and Diagnosis of Prostate Cancer\n## 2.3 Prevalence and Incidence of Prostate Cancer in Qatar\n## 2.4 Prostate Cancer Etiologies\n## 2.5 Clinical Diagnosis of Prostate Cancer\n## 2.6 Overview of Machine Learning and Artificial Intelligence\n## 2.7 Applications of Machine Learning in Prostate Cancer Prediction\n## 2.8 The Behavioral Risk Factor Surveillance System (BRFSS)","[{\"question\":\"What problem does the capstone address?\",\"answer\":\"The capstone addresses the challenge of prostate cancer detection, where existing procedures are invasive and screening is not always accessible.\"},{\"question\":\"What dataset and approach does the study use?\",\"answer\":\"The study uses a publicly available healthcare dataset and applies machine learning models to predict prostate cancer.\"},{\"question\":\"What are the study’s main objectives and outputs?\",\"answer\":\"The work aims to determine the best classifier algorithm, develop a standard operating procedure (SOP) for prediction, and identify key feature classes linked to higher risk of developing prostate cancer.\"}]","Machine Learning Prediction of Cancer from the Publicly Available Dataset - Capstone Project | PDF",1785673539,239,{"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},"machine-learning-prediction-of-cancer-from-the-publicly-available-dataset-capstone-project","",{"@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/machine-learning-prediction-of-cancer-from-the-publicly-available-dataset-capstone-project/117068/",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","2026-08-02",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 problem does the capstone address?","Question",{"text":75,"@type":76},"The capstone addresses the challenge of prostate cancer detection, where existing procedures are invasive and screening is not always accessible.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"What dataset and approach does the study use?",{"text":80,"@type":76},"The study uses a publicly available healthcare dataset and applies machine learning models to predict prostate cancer.",{"name":82,"@type":73,"acceptedAnswer":83},"What are the study’s main objectives and outputs?",{"text":84,"@type":76},"The work aims to determine the best classifier algorithm, develop a standard operating procedure (SOP) for prediction, and identify key feature classes linked to higher risk of developing prostate cancer.","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"]