[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-119867-en":3,"doc-seo-119867-105":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":20,"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},119867,16904993612988,"Olivia Brown","https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd",8,"Research & Report","Forecasting Liver Disorders with Machine Learning Models - study report","Liver disorders affect the liver’s critical roles in metabolism, detoxification, protein synthesis, and bile production. Such conditions may originate from viral hepatitis, alcohol misuse, obesity-related nonalcoholic fatty liver disease, autoimmune processes, genetic susceptibility, or toxic exposures, often presenting with fatigue, jaundice, abdominal discomfort, and digestive problems. The study uses collected data to build and assess five machine-learning classification models—Random Forest, Decision Tree, Naïve Bayes, K-Nearest Neighbor, and XG Boost—finding XG Boost with 99.8% accuracy.","Forecasting Liver Disorders with Machine Learning  \nModels  \nPragati Singh1, Ashok Kumar Yadav2, Sanjeev Gangwar3  \n1Department of Computer Science & Engineering  \nU.N.S.I.E.T VBS Purvanchal University Jaunpur, Uttar Pradesh, India.  \n[E-mail: pragatisingh552@gmail.com](E-mail: pragatisingh552@gmail.com)  \n2Department of Information Technology  \nU.N.S.I.E.T VBS Purvanchal University Jaunpur, Uttar Pradesh, India.  \nE-mail: [ashok231988@gmail.com](ashok231988@gmail.com)  \n3Department of Computer Applications  \nU.N.S.I.E.T VBS Purvanchal University Jaunpur, Uttar Pradesh, India.  \nE-mail: [gangwar.sanjeev@gmail.com](gangwar.sanjeev@gmail.com)  \nAbstract—Liver disorders encompass a spectrum of ailments that impact the liver, a crucial organ responsible for a variety of vital bodily functions. These functions encompass metabolic processes, detoxification, protein synthesis, and the production of bile. Liver maladies can arise from various sources, such as viral infections (e.g., hepatitis), excessive alcohol consumption, conditions related to obesity (like nonalcoholic fatty liver disease), autoimmune conditions, genetic predisposition, or exposure to toxins. Common signs and symptoms may encompass fatigue, jaundice, abdominal discomfort, and digestive problems. In our study, we gather data and employ five distinct machine learning classification algorithms: Random Forest, Decision Tree, Naïve Bayes, K-Nearest Neighbor, and XG Boost. After constructing models and evaluating their performance, we observed that XG Boost achieved an impressive accuracy rate of 99.8% .  \nKeywords-Liver disease, Machine learning, Random Forest, Naïve Bayes, K-Nearest Neighbour, Decision Tree, XG Boost.  \nI. INTRODUCTION  \nLiver disease encompasses a diverse group of medical conditions that affect the liver, one of the body's largest and most vital organs. The liver, located in the upper right portion of the abdomen, plays an indispensable role in maintaining overall health. It performs a multitude of functions, which are pivotal to various physiological processes within the body. Here's a more detailed exploration of liver disease.  \nA. Functions of the Liver  \nThe liver is a true multitasker, performing a wide range of functions that are essential for survival and wellbeing:  \ni. Metabolism: The liver processes and metabolizes nutrients from the food we eat. It regulates blood sugar levels by storing excess glucose as glycogen and releasing it when needed. It also helps break down fats, proteins, and carbohydrates.  \niii. Protein Synthesis: The liver produces various proteins, including blood-clotting factors and albumin. These proteins are vital for maintaining blood volume, regulating fluid balance, and preventing excessive bleeding.  \niv. Bile Production: The liver produces bile, a digestive liquid that gets stored in the gallbladder and is discharged into the small intestine as required. Bile plays a crucial role in facilitating the digestion and absorption of fats and fat-soluble vitamins.  \nv. Storage: The liver acts as a storage facility for essential nutrients, such as vitamins and minerals. It can release these nutrients into the bloodstream when the body requires them.  \nB. Causes of Liver Disease  \nLiver disease can stem from various factors, including:  \nii. Detoxification: One of the liver's most crucial roles is detoxification. It filters toxins, drugs, and metabolic waste products from the bloodstream, preventing them from circulating throughout the body and causing harm.  \ni. Viral Infections: Hepatitis viruses, particularly hepatitis A, B, and C, can cause inflammation and damage to the liver. These infections can be acute (short-term) or chronic (long-term) .  \nii. Alcohol Misuse: Persistent and excessive intake of alcohol can result in alcoholic liver disease, spanning  \nfrom fatty liver to more severe disorders such as alcoholic hepatitis and cirrhosis.  \niii. Non-Alcoholic Fatty Liver Disease (NAFLD): This condition is associated ","cbCaijM3J3ivwyME","https://ap.wps.com/l/cbCaijM3J3ivwyME","pdf",259798,1,7,"English","en",105,"# Abstract\n# Introduction\n## Functions of the Liver\n## Causes of Liver Disease\n## Symptoms and Diagnosis\n## Treatment and Prevention\n## Preventing Liver Disease","[{\"question\":\"What are common causes of liver disease described in the document?\",\"answer\":\"The document lists viral infections (hepatitis A, B, C), alcohol misuse, nonalcoholic fatty liver disease linked to obesity, autoimmune disorders, genetic factors, cirrhosis, and toxic exposures.\"},{\"question\":\"How does the document suggest liver disease is diagnosed?\",\"answer\":\"It states diagnosis often uses a combination of blood tests, imaging studies such as ultrasound or CT scans, and sometimes liver biopsies to assess damage and identify the underlying cause.\"},{\"question\":\"Which machine learning models are used for forecasting in the study, and what result is reported?\",\"answer\":\"Five classification algorithms are used: Random Forest, Decision Tree, Naïve Bayes, K-Nearest Neighbor, and XG Boost; XG Boost achieves an accuracy of 99.8%.\"}]","Forecasting Liver Disorders with Machine Learning Models - study report | PDF",1785726723,18,{"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},"forecasting-liver-disorders-with-machine-learning-models-study-report","",{"@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/forecasting-liver-disorders-with-machine-learning-models-study-report/119867/",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":20},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What are common causes of liver disease described in the document?","Question",{"text":75,"@type":76},"The document lists viral infections (hepatitis A, B, C), alcohol misuse, nonalcoholic fatty liver disease linked to obesity, autoimmune disorders, genetic factors, cirrhosis, and toxic exposures.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"How does the document suggest liver disease is diagnosed?",{"text":80,"@type":76},"It states diagnosis often uses a combination of blood tests, imaging studies such as ultrasound or CT scans, and sometimes liver biopsies to assess damage and identify the underlying cause.",{"name":82,"@type":73,"acceptedAnswer":83},"Which machine learning models are used for forecasting in the study, and what result is reported?",{"text":84,"@type":76},"Five classification algorithms are used: Random Forest, Decision Tree, Naïve Bayes, K-Nearest Neighbor, and XG Boost; XG Boost achieves an accuracy of 99.8%.","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},[93,97,101,105,110,115,119,122,127,130,134],{"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":21,"doc_module":4,"doc_module_name":46,"category_name":116,"show_sort_weight":117,"slug":118},"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":120,"slug":121},30,"research-report",{"id":123,"doc_module":4,"doc_module_name":46,"category_name":124,"show_sort_weight":125,"slug":126},9,"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"]