[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-118966-en":3,"doc-seo-118966-105":29,"detail-sidebar-cat-0-en-105":90},{"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":11,"language":21,"language_code":22,"site_id":23,"html_lang":22,"table_of_contents":24,"faqs":25,"seo_title":26,"seo_description":14,"update_tm":27,"read_time":28},118966,4810365810221,"Aurora","https://ap-avatar.wpscdn.com/davatar_155a257f0dc6eb9ab79c44ca47cae57d",8,"Research & Report","Impact of Machine Learning Techniques in Medical Treatment Assistance in Perspective to AR & VR Technologies - Research Overview","This research paper explores how machine learning techniques can transform medical treatment assistance through the integration of Augmented Reality (AR) and Virtual Reality (VR). The study examines how combining machine learning, AR, and VR improves medical diagnostics, supports surgical procedures, strengthens patient care, and advances medical training. It reviews recent developments and case-oriented evidence to show benefits such as higher diagnostic accuracy, minimally invasive interventions, improved patient outcomes, and more effective healthcare education.","Impact of Machine Learning Techniques in Medical Treatment Assistance in Perspective to AR & VR Technologies  \n1 SANJEEV GOUR, 2 ABDUL RAZZAK KHAN QURESHI, 3 GARIMA SILAKRITUKRA, 4 VIBHA BAIRAGI, 5 HIMANSHU DEHARIYA, 6 ANKIT SHANDILYA  \n1,2,3,4,5,6 Medi-Caps University, Indore, M.P. India.  \nAbstract: This research paper explores the transformative impact ofmachine learning techniques in the field of medical treatment assistance, with a focus on the integration of Augmented Reality (AR) and Virtual Reality (VR) technologies. It investigates the ways in which machine learning, AR, and VR collectively enhance medical diagnostics, surgery, patient care, and medical training. Through an in-depth examination of recent advancementsand case studies, this paper aims to demonstrate how these technologies are revolutionizing healthcare and contributing to more accurate diagnoses, minimally invasive surgeries, improved patient outcomes, and enhanced  \nmedical education.  \nKeywords: Machine Learning, Augmented Reality, Virtual Reality, Medical  \nTreatment.  \nI. Introduction  \nIntroduction to Machine Learning in Medicine  \nIn recent years, machine learning has emerged as a powerful tool with the potential to revolutionize various industries, including healthcare. The ability of machine learning algorithms to analyse vast amounts of medical data and extract valuable insights has paved the way for more accurate diagnoses, treatment recommendations, and personalized healthcare solutions[1] .  \nThe Role of Augmented Reality and Virtual Reality  \nSimultaneously, Augmented Reality (AR) and Virtual Reality (VR) technologies have gained prominence in the medical field. AR overlays digital information onto the real-world environment, while VR immerses users in a computer-generated environment. When  \n[1](1 sunj129@gmail.com)[ ](1 sunj129@gmail.com)[sunj129@gmail.com](1 sunj129@gmail.com)  \n[2](2 dr.arqureshi786@gmail.com)[ ](2 dr.arqureshi786@gmail.com)[dr.arqureshi786@gmail.com](2 dr.arqureshi786@gmail.com)  \n[3](3 garima.tukra@gmail.com)[ ](3 garima.tukra@gmail.com)[garima.tukra@gmail.com](3 garima.tukra@gmail.com)  \n[4 ](4  vibha.rakesh.bairagi@gmail.com)[ vibha.rakesh.bairagi@gmail.com](4  vibha.rakesh.bairagi@gmail.com)  \n[5](5 himanshu.daheriya@gmail.com)[ ](5 himanshu.daheriya@gmail.com)[himanshu.daheriya@gmail.com](5 himanshu.daheriya@gmail.com)  \n[6](6 ankitsdits@gmail.com)[ ](6 ankitsdits@gmail.com)[ankitsdits@gmail.com](6 ankitsdits@gmail.com)  \n© The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0 ([https://creativecommons.org/licenses/by/4.0/](https://creativecommons.org/licenses/by/4.0/)).  \ncombined with machine learning, these technologies offer innovative solutions for medical treatment assistance[2] .  \nObjective and Scope  \nThis research paper aims to provide an in-depth analysis of the impact of machine learning techniques in medical treatment assistance, with a specific focus on the integration ofAR and VR technologies. By examining recent advancements and case studies, this paper seeks to elucidate the ways in which these technologies are enhancing medical diagnostics, surgical procedures, patient care, and medical education[3] .  \n2. Machine Learning in Medical Diagnosis and Treatment  \nMachine Learning (ML) has become a valuable tool in the field of medical diagnosis and therapy. The capacity to analyse extensive and intricate medical datasets has significantly transformed the precision and efficiency of disease identification. Machine learning (ML) models, specifically deep learning algorithms, have demonstrated remarkable efficacy in various tasks, notably in image analysis. These algorithms have proven crucial in facilitating the timely identification of diseases spanning from cancer to diabetic retinopathy. In addition, machine learning-based predictive modelling supports healthcare practitioners in the areas of treatment plann","cbCaihGdiBR326Om","https://ap.wps.com/l/cbCaihGdiBR326Om","pdf",1809499,1,"English","en",105,"# Introduction\n## Introduction to Machine Learning in Medicine\n## The Role of Augmented Reality and Virtual Reality\n## Objective and Scope\n# Machine Learning in Medical Diagnosis and Treatment\n# Augmented Reality in Medical Treatment Assistance\n# Virtual Reality in Medical Treatment Assistance","[{\"question\":\"How do machine learning techniques contribute to medical diagnostics and therapy?\",\"answer\":\"Machine learning analyses large, complex medical datasets and supports disease identification with improved accuracy and efficiency. Predictive modeling also assists treatment planning and patient-tailored care.\"},{\"question\":\"What roles do AR and VR play in medical treatment assistance?\",\"answer\":\"AR overlays digital information onto the real-world environment to support visualization, planning, and real-time guidance during procedures. VR provides immersive simulations for pain management, rehabilitation, and medical education.\"},{\"question\":\"What objectives does the paper focus on regarding AR/VR and machine learning?\",\"answer\":\"The paper aims to analyze the impact of machine learning in medical treatment assistance with an emphasis on AR and VR integration. It investigates how these technologies enhance diagnostics, surgical procedures, patient care, and medical education.\"}]","Impact of Machine Learning Techniques in Medical Treatment Assistance in Perspective to AR & VR Technologies - Research Overview | PDF",1785721254,20,{"code":4,"msg":30,"data":31},"ok",{"site_id":23,"language":22,"slug":32,"title":13,"keywords":33,"description":14,"schema_data":34,"social_meta":85,"head_meta":87,"extra_data":89,"updated_unix":27},"impact-of-machine-learning-techniques-in-medical-treatment-assistance-in-perspective-to-ar-vr-technologies-research-overview","",{"@graph":35,"@context":84},[36,53,67],{"@type":37,"itemListElement":38},"BreadcrumbList",[39,43,47,50],{"item":40,"name":41,"@type":42,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":44,"name":45,"@type":42,"position":46},"https://docshare.wps.com/document/","Document",2,{"item":48,"name":12,"@type":42,"position":49},"https://docshare.wps.com/document/research-report/",3,{"item":51,"name":13,"@type":42,"position":52},"https://docshare.wps.com/document/impact-of-machine-learning-techniques-in-medical-treatment-assistance-in-perspective-to-ar-vr-technologies-research-overview/118966/",4,{"url":51,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":22,"description":14,"dateModified":61,"datePublished":61,"encodingFormat":60,"isAccessibleForFree":62,"interactionStatistic":63},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":40,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-08-03",true,{"@type":64,"interactionType":65,"userInteractionCount":4},"InteractionCounter",{"@type":66},"ViewAction",{"@type":68,"mainEntity":69},"FAQPage",[70,76,80],{"name":71,"@type":72,"acceptedAnswer":73},"How do machine learning techniques contribute to medical diagnostics and therapy?","Question",{"text":74,"@type":75},"Machine learning analyses large, complex medical datasets and supports disease identification with improved accuracy and efficiency. Predictive modeling also assists treatment planning and patient-tailored care.","Answer",{"name":77,"@type":72,"acceptedAnswer":78},"What roles do AR and VR play in medical treatment assistance?",{"text":79,"@type":75},"AR overlays digital information onto the real-world environment to support visualization, planning, and real-time guidance during procedures. VR provides immersive simulations for pain management, rehabilitation, and medical education.",{"name":81,"@type":72,"acceptedAnswer":82},"What objectives does the paper focus on regarding AR/VR and machine learning?",{"text":83,"@type":75},"The paper aims to analyze the impact of machine learning in medical treatment assistance with an emphasis on AR and VR integration. It investigates how these technologies enhance diagnostics, surgical procedures, patient care, and medical education.","https://schema.org",{"og:url":51,"og:type":86,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":88,"canonical":51},"index,follow",{"doc_id":7,"site_id":23},{"code":4,"msg":5,"data":91},[92,96,100,104,109,114,119,122,126,129,133],{"id":20,"doc_module":4,"doc_module_name":45,"category_name":93,"show_sort_weight":94,"slug":95},"Story & Novel",90,"story-novel",{"id":46,"doc_module":4,"doc_module_name":45,"category_name":97,"show_sort_weight":98,"slug":99},"Literature",80,"literature",{"id":52,"doc_module":4,"doc_module_name":45,"category_name":101,"show_sort_weight":102,"slug":103},"Exam",70,"exam",{"id":105,"doc_module":4,"doc_module_name":45,"category_name":106,"show_sort_weight":107,"slug":108},5,"Comic",60,"comic",{"id":110,"doc_module":4,"doc_module_name":45,"category_name":111,"show_sort_weight":112,"slug":113},6,"Technology",50,"technology",{"id":115,"doc_module":4,"doc_module_name":45,"category_name":116,"show_sort_weight":117,"slug":118},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":45,"category_name":12,"show_sort_weight":120,"slug":121},30,"research-report",{"id":123,"doc_module":4,"doc_module_name":45,"category_name":124,"show_sort_weight":28,"slug":125},9,"Religion & Spirituality","religion-spirituality",{"id":28,"doc_module":4,"doc_module_name":45,"category_name":127,"show_sort_weight":28,"slug":128},"World Cup","world-cup",{"id":130,"doc_module":4,"doc_module_name":45,"category_name":131,"show_sort_weight":130,"slug":132},10,"Lifestyle","lifestyle",{"id":134,"doc_module":4,"doc_module_name":45,"category_name":135,"show_sort_weight":105,"slug":136},19,"General","general"]