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Explainable Artificial Intelligence (Biomedical and Robotics Healthcare)
by Xi Chen Utku Kose Nilgun Sengoz Marmolejo Saucedo, Jose AntonioThis book highlights the use of explainable artificial intelligence (XAI) for healthcare problems, in order to improve trustworthiness, performance and sustainability levels in the context of applications.Explainable Artificial Intelligence (XAI) in Healthcare adopts the understanding that AI solutions should not only have high accuracy performance, but also be transparent, understandable and reliable from the end user's perspective. The book discusses the techniques, frameworks, and tools to effectively implement XAI methodologies in critical problems of healthcare field. The authors offer different types of solutions, evaluation methods and metrics for XAI and reveal how the concept of explainability finds a response in target problem coverage. The authors examine the use of XAI in disease diagnosis, medical imaging, health tourism, precision medicine and even drug discovery. They also point out the importance of user perspectives and value of the data used in target problems. Finally, the authors also ensure a well-defined future perspective for advancing XAI in terms of healthcare.This book will offer great benefits to students at the undergraduate and graduate levels and researchers. The book will also be useful for industry professionals and clinicians who perform critical decision-making tasks.
Explainable Artificial Intelligence for Biomedical Applications (River Publishers Series in Biomedical Engineering)
by Xi Chen Deepak Gupta Utku KoseSince its first appearance, artificial intelligence has been ensuring revolutionary outcomes in the context of real-world problems. At this point, it has strong relations with biomedical and today’s intelligent systems compete with human capabilities in medical tasks. However, advanced use of artificial intelligence causes intelligent systems to be black-box. That situation is not good for building trustworthy intelligent systems in medical applications. For a remarkable amount of time, researchers have tried to solve the black-box issue by using modular additions, which have led to the rise of the term: interpretable artificial intelligence. As the literature matured (as a result of, in particular, deep learning), that term transformed into explainable artificial intelligence (XAI). This book provides an essential edited work regarding the latest advancements in explainable artificial intelligence (XAI) for biomedical applications. It includes not only introductive perspectives but also applied touches and discussions regarding critical problems as well as future insights. Topics discussed in the book include: XAI for the applications with medical images XAI use cases for alternative medical data/task Different XAI methods for biomedical applications Reviews for the XAI research for critical biomedical problems. Explainable Artificial Intelligence for Biomedical Applications is ideal for academicians, researchers, students, engineers, and experts from the fields of computer science, biomedical, medical, and health sciences. It also welcomes all readers of different fields to be informed about use cases of XAI in black-box artificial intelligence. In this sense, the book can be used for both teaching and reference source purposes.
Explainable Artificial Intelligence for Biomedical and Healthcare Applications (Explainable AI (XAI) for Engineering Applications)
by Aditya Khamparia and Deepak GuptaThis reference text helps us understand how the concepts of explainable artificial intelligence (XAI) are used in the medical and healthcare sectors. The text discusses medical robotic systems using XAI and physical devices having autonomous behaviors for medical operations. It explores the usage of XAI for analyzing different types of unique data sets for medical image analysis, medical image registration, medical data synthesis, and information discovery. It covers important topics including XAI for biometric security, genomics, and medical disease diagnosis.This book:• Provides an excellent foundation for the core concepts and principles of explainable AI in biomedical and healthcare applications.• Covers explainable AI for robotics and autonomous systems.• Discusses usage of explainable AI in medical image analysis, medical image registration, and medical data synthesis.• Examines biometrics security-assisted applications and their integration using explainable AI.The text will be useful for graduate students, professionals, and academic researchers in diverse areas such as electrical engineering, electronics and communication engineering, biomedical engineering, and computer science.
Explainable Artificial Intelligence in Medical Imaging: Fundamentals and Applications (Advances in Computational Collective Intelligence)
by Tanzila Saba Amjad Rehman KhanArtificial intelligence (AI) in medicine is rising, and it holds tremendous potential for more accurate findings and novel solutions to complicated medical issues. Biomedical AI has potential, especially in the context of precision medicine, in the healthcare industry’s next phase of development and advancement. Integration of AI research into precision medicine is the future; however, the human component must always be considered.Explainable Artificial Intelligence in Medical Imaging: Fundamentals and Applications focuses on the most recent developments in applying artificial intelligence and data science to health care and medical imaging. Explainable artificial intelligence is a well-structured, adaptable technology that generates impartial, optimistic results. New healthcare applications for explicable artificial intelligence include clinical trial matching, continuous healthcare monitoring, probabilistic evolutions, and evidence-based mechanisms. This book overviews the principles, methods, issues, challenges, opportunities, and the most recent research findings. It makes the emerging topics of digital health and explainable AI in health care and medical imaging accessible to a wide audience by presenting various practical applications.Presenting a thorough review of state-of-the-art techniques for precise analysis and diagnosis, the book emphasizes explainable artificial intelligence and its applications in healthcare. The book also discusses computational vision processing methods that manage complicated data, including physiological data, electronic medical records, and medical imaging data, enabling early prediction. Researchers, academics, business professionals, health practitioners, and students all can benefit from this book’s insights and coverage.
Explainable Machine Learning for Multimedia Based Healthcare Applications
by Deepak Gupta M. Shamim Hossain Utku KoseThis book covers the latest research studies regarding Explainable Machine Learning used in multimedia-based healthcare applications. In this context, the content includes not only introductions for applied research efforts but also theoretical touches and discussions targeting open problems as well as future insights. In detail, a comprehensive topic coverage is ensured by focusing on remarkable healthcare problems solved with Artificial Intelligence. Because today’s conditions in medical data processing are often associated with multimedia, the book considers research studies with especially multimedia data processing.
Explainable Machine Learning in Medicine (Synthesis Lectures on Engineering, Science, and Technology)
by Karol Przystalski Rohit M. ThankiThis book covers a variety of advanced communications technologies that can be used to analyze medical data and can be used to diagnose diseases in clinic centers. The book is a primer of methods for medicine, providing an overview of explainable artificial intelligence (AI) techniques that can be applied in different medical challenges. The authors discuss how to select and apply the proper technology depending on the provided data and the analysis desired. Because a variety of data can be used in the medical field, the book explains how to deal with challenges connected with each type. A number of scenarios are introduced that can happen in real-time environments, with each pared with a type of machine learning that can be used to solve it.
Explaining Abnormal Behavior
by Bruce F. PenningtonHighly readable and accessible, this book describes how research in cognitive science is transforming the way scientists and clinicians think about abnormal behavior. Bruce Pennington draws on work from multiple disciplines to identify compelling links among psychiatric, neurodevelopmental, and neurological disorders that are not generally studied together. Presenting cutting-edge work on the brain systems involved in key domains of neuropsychological functioning, Pennington sheds light on acquired neurological disorders like aphasia and amnesia, as well as the development of such conditions as schizophrenia, depression, dyslexia, autism, and intellectual disability. The book also reveals how the analysis of both typical and atypical brain-behavior relationships can contribute to a neural explanation of the self and consciousness.
Explaining Abnormal Behavior: A Cognitive Neuroscience Perspective
by Bruce F. PenningtonHighly readable and accessible, this book describes how research in cognitive science is transforming the way scientists and clinicians think about abnormal behavior. Bruce Pennington draws on work from multiple disciplines to identify compelling links among psychiatric, neurodevelopmental, and neurological disorders that are not generally studied together. Presenting cutting-edge work on the brain systems involved in key domains of neuropsychological functioning, Pennington sheds light on acquired neurological disorders like aphasia and amnesia, as well as the development of such conditions as schizophrenia, depression, dyslexia, autism, and intellectual disability. The book also reveals how the analysis of both typical and atypical brain-behavior relationships can contribute to a neural explanation of the self and consciousness.
Explaining Disease: Philosophical Reflections on Medical Research and Clinical Practice (European Studies in Philosophy of Science)
by Raffaella CampanerThis interdisciplinary monograph in philosophy of medicine examines models of explanation in health science and their relation with current medical trends, such as personalized and person-centered medicine. Medicine has provided challenging case studies for the general philosophy of science that have prompted rethinking of a wide range of philosophical notions – such as scientific law, theory and evidence – and contributed to the elaboration of pluralistic approaches to modeling, causality and explanation. The health sciences have increasingly recognized the role of philosophy of medicine as both a field of conceptual and methodological reflection, capable of addressing practical issues, and hence relevant for a proper understanding of the construction of medical knowledge, modeling practices, therapeutic strategies and preventive decisions.'Explaining Disease' contains various case studies in medicine to describe the assumptions underpinning the construction of explanatory models of diseases. It shows the impact different explanatory strategies can have on practical matters, which in turn affect clinical evaluation and therapy and public health decisions. The book concludes with a few open-ended reflections to foster more thorough consideration of the role of philosophy of medicine can play its dialogue with the health sciences. [this sounds wrong. Either: of the role of philosophy of medicine in its dialogue with the sciences, or: of the role philosophy of medicine can play in its dialogue with the health sciences.
Explaining Health Across the Sciences (Healthy Ageing and Longevity #12)
by Suresh I. S. Rattan Jonathan ShollThis edited volume aims to better understand the multifaceted phenomenon we call health. Going beyond simple views of health as the absence of disease or as complete well-being, this book unites scientists and philosophers. The contributions clarify the links between health and adaptation, robustness, resilience, or dynamic homeostasis, and discuss how to achieve health and healthy aging through practices such as hormesis. The book is divided into three parts and a conclusion: the first part explains health from within specific disciplines, the second part explores health from the perspective of a bodily part, system, function, or even the environment in which organisms live, and the final part looks at more clinical or practical perspectives. It thereby gathers, across 30 chapters, diverse perspectives from the broad fields of evolutionary and systems biology, immunology, and biogerontology, more specific areas such as odontology, cardiology, neurology, and public health, as well as philosophical reflections on mental health, sexuality, authenticity and medical theories. The overarching aim is to inform, inspire and encourage intellectuals from various disciplines to assess whether explanations in these disparate fields and across biological levels can be sufficiently systematized and unified to clarify the complexity of health. It will be particularly useful for medical graduates, philosophy graduates and research professionals in the life sciences and general medicine, as well as for upper-level graduate philosophy of science students.
Exploitation and Developing Countries: The Ethics of Clinical Research
by Jennifer S. Hawkins and Ezekiel J. EmanuelWhen is clinical research in developing countries exploitation? Exploitation is a concept in ordinary moral thought that has not often been analyzed outside the Marxist tradition. Yet it is commonly used to describe interactions that seem morally suspect in some way. A case in point is clinical research sponsored by developed countries and carried out in developing countries, with participants who are poor and sick, and lack education. Such individuals seem vulnerable to abuse. But does this, by itself, make such research exploitative? Exploitation and Developing Countries is an attempt by philosophers and bioethicists to reflect on the meaning of exploitation, to ask whether and when clinical research in developing countries counts as exploitative, and to consider what can be done to minimize the possibility of exploitation in such circumstances. These reflections should interest clinical researchers, since locating the line between appropriate and inappropriate use of subjects--the line between exploitation and fair use--is the central question at the heart of research ethics. Reflection on this rich and important moral concept should also interest normative moral philosophers of a non-Marxist bent. In addition to the editors, the contributors are Richard J. Arneson, Alisa L. Carse, Margaret Olivia Little, Thomas Pogge, Andrew W. Siegel, and Alan Wertheimer.
Exploitation, Ethics and Law: Violating the Ethos of the Doctor-Patient Relationship (Biomedical Law and Ethics Library)
by Suzanne Ost Hazel BiggsFocusing on a matter of continuing contemporary significance, this book is the first work to offer an in-depth exploration of exploitation in the doctor-patient relationship. It provides a theoretical analysis of the concept of exploitation, setting out exploitation’s essential elements within the authors’ account of wrongful exploitation. It then presents a contextual analysis of exploitation in the doctor-patient relationship, considering the dynamics of this fiduciary relationship, the significance of vulnerability, and the reasons why exploitation in this relationship is particularly wrongful. Two case studies – sexual exploitation and assisted dying – are employed to assess what the appropriate legal, ethical and regulatory responses to exploitation should be, to identify common themes regarding the doctor’s behaviour (such as the use of undue influence as a conduit through which to take advantage of and misuse patients), and to illustrate the effects of exploitation on patients. A recurring question addressed is how exploitation in the doctor-patient relationship is and should be dealt with by ethics, regulators and the law, and whether exploitation in this relationship is a special case. The book provides a critical, interdisciplinary evaluation of exploitation in the doctor-patient relationship that will be of interest to health care lawyers, bioethicists, legal academics and practitioners, health care professionals and policymakers.
Exploration and Analysis of DNA Microarray and Other High-Dimensional Data
by Dhammika Amaratunga Ziv Shkedy Javier CabreraExploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition provides comprehensive coverage of recent advancements in microarray data analysis. A cutting-edge guide, the Second Edition demonstrates various methodologies for analyzing data in biomedical research and offers an overview of the modern techniques used in microarray technology to study patterns of gene activity. The new edition answers the need for an efficient outline of all phases of this revolutionary analytical technique, from preprocessing to the analysis stage. Utilizing research and experience from highly-qualified authors in fields of data analysis, Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition features: A new chapter on the interpretation of findings that includes a discussion of signatures and material on gene set analysis, including network analysisNew topics of coverage including ABC clustering, biclustering, partial least squares, penalized methods, ensemble methods, and enriched ensemble methodsUpdated exercises to deepen knowledge of the presented material and provide readers with resources for further study The book is an ideal reference for scientists in biomedical and genomics research fields who analyze DNA microarrays and protein array data, as well as statisticians and bioinformatics practitioners. Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition is also a useful text for graduate-level courses on statistics, computational biology, and bioinformatics.
Exploration into Child Care (Routledge Revivals)
by Peter BossOriginally published in 1971, this title explores childcare in the period between the Children Act of 1948 and the Seebohm Report of 1968. During this time Children’s Departments and social work expanded beyond all expectations. In the developments of these two decades the author studies the history of the Child Care Service and a key example of the processes of social policy. The contents are a chronicle of events that shaped developments in the service in England and Wales during that time. Today it can be read and enjoyed in its historical context.
Exploration of Host Genetic Factors associated with Malaria
by Tabish QidwaiThis book is aimed to cover the role of genetic polymorphisms in human genes related to RBC disorders, metabolic enzymes, immune response, and cytoadherence in the susceptibility/resistance to malaria caused by Plasmodium falciparum. The chapters provide current information on the balancing trait and the significance of such traits in the malaria resistance. The book covers polymorphisms in the genes of the red blood cells-sickle cell anaemia; glucose-6-phosphate dehydrogenase deficiency and thalassemia that confer protection against malaria. In addition, the book explores selection of genetic variations in the human genome as genetic control mechanism against malaria in endemic regions. It also provides a comprehensive overview of the molecular epidemiology and natural selection of alleles in the genes which are associated with malaria, and presents description of the role of human genetic polymorphisms in malaria disease risk and disease outcome.
Explorations in Family Nursing
by Dorothy A. WhyteExplorations in Family Nursing examines a systemic approach to care which can be applied both in hospital and community settings. Working collaboratively with the family, the nurse is able to strengthen the level of care available to the patient and promote the health and well-being of the whole family.The book examines the theory underpinning family nursing and establishes the principles, including how to make assessments, plan interventions and evaluate progress. A team of experienced contributors demonstrate how widely family nursing strategies can be applied in practice and cover issues including:* children with chronic and terminal illnesses * children with learning disabilities* adolescents * frail elderly people* patients in intensive careSuitable for practitioners and for students from Diploma to post-graduate level , Explorations in Family Nursing makes a timely and relevant contribution to the development of nursing practice.
Explorations in Learning and the Brain
by Theo Van Leeuwen Tamara Van Gog Ton De Jong Janet Van Hell Kathleen Jenks Annemarie Boschloo Jeroen Van Merrienboer Sarah Manlove Jelle JollesThe past decade has witnessed efforts on the part of research, education and policy communities to create a dialogue about the potential relationship between cognitive neuroscience and the science and practice of education. The upsurge of interest in neuroscience in general has given rise to increased attention to the role of the brain in learning. However, much of the debate has been dominated by extremes. Explorations in Learning and the Brain takes a different stance in the sense that developments within neuroscience are not the starting point but rather uses major questions dominant in educational research, notably instructional systems design and related fields within the educational sciences, as its basis. The book identifies interfaces between neuro-scientific and educational research, and informs on potentially interesting additions to educational research and viable interdisciplinary ventures.
Exploratory Subgroup Analyses in Clinical Research (Statistics in Practice)
by Gerd RosenkranzThis essential guide on subgroup analyses in the emerging area of personalized medicine covers the issues of subgroup analyses from a practical and a theoretical/methodological point of view. The practical part introduces the issues using examples from the literature where subgroup analyses led to unexpected or difficult-to-interpret results, which have been interpreted differently by different stakeholders. On the technical side, the book addresses selection and selection bias variance reduction by borrowing information from the full population in estimating a subgroup effect. To this end, subgroup analysis will be linked to statistical modelling, and subgroup selection to model selection. This connection makes the techniques developed for model selection applicable to subgroup analysis. Beginning with a history of subgroup analysis, Exploratory Subgroup Analyses in Clinical Research offers chapters that cover: objectives and current practice of subgroup analyses; pitfalls of subgroup analyses; subgroup analysis and modeling; hierarchical models in subgroup analysis; and selection bias in regression. It also looks at the predicted individual treatment effect and offers an outlook of the topic in its final chapter. Focuses on the statistical aspects of subgroup analysis Filled with classroom and conference-workshop tested material Written by a leading expert in the field of subgroup analysis Complemented with a companion website featuring downloadable datasets and examples for teaching use Exploratory Subgroup Analyses in Clinical Research is an ideal book for medical statisticians and biostatisticians and will greatly benefit physicians and researchers interested in personalized medicine.
Exploring A Vision: A Workshop Summary
by Tina I. RouseCenturies of scientific advances in agriculture have increased the quantity, quality, and variety of our food supply. Food in the United States is abundant and affordable, incomes are at record levels, nutrition and health knowledge is at an all-time high. Yet many Americans are not eating a proper diet. The result is an obesity epidemic that contributes to rising healthcare costs from increased rates of heart disease, stroke, diabetes, and several cancers. Whether we see food as medicine or as the cause of disease, medical and agricultural research have the potential to come together in innovative ways to help consumers and producers understand and face the challenges of following a healthful diet. More than 100 leaders in agriculture, health research, education policy, and industry convened at the National Academies in June 2003 to share their opinions on what would be a more efficient and effective system for conducting food and health research. Some of their thoughts follow. Participants concluded that no one organization or agency can solve food-related health issues alone-- the nation needs better mechanisms for bringing together its agriculture and health-care infrastructures to address food-related health problems. Addressing the obesity issue, in particular, will require a multidisciplinary strategy that includes research on foods, consumer knowledge and behavior, and the economics of food- and health-related activities, including food pricing, health-care costs, and agricultural support programs.
Exploring AI in Pain Research and Management
by Marco CascellaThe book presents a unique and structured interdisciplinary approach, integrating insights from medicine, computer science, bioengineering, and other relevant fields. Due to this distinctive feature, the book offers a comprehensive exploration of the intricate relationship between potential AI applications and pain research and management. For example, one of its key aims is to provide valuable knowledge about AI for clinicians who may have limited familiarity with the subject, as well as for professionals in computer science and engineering. This approach is aimed at bridging the existing gap between these fields, offering clinicians insights into AI's potential applications, and providing computer scientists and engineers with a translational perspective on the practical needs in the clinical context. As widely demonstrated, the practical application of research faces a serious obstacle related to the limited communication and collaboration between research areas that are often very distant from each other. Therefore, this dual perspective could be useful to collocate the book as a valuable tool for fostering collaboration and understanding between these traditionally distinct domains. Furthermore, the structured framework of the book could not only facilitate learning but also serve as a foundation for future projects in the realm of AI and medicine. Specifically, it will be developed by following a framework useful for additional editorial projects, focusing more acutely on AI applications in anesthesia and critical care. By doing so, the book aims to contribute to the ongoing discourse and advancements in these specialized areas, filling a gap in the current literature. Therefore, the book seeks to make a meaningful contribution to the integration of AI in pain medicine, but also in other medical fields.
Exploring Anatomy & Physiology in the Laboratory
by Erin C. AmermanMany years ago, when I first started teaching anatomy and physiology, my biggest frustration with the course came from the laboratory. It seemed as if I were pulling teeth to get my students interested in the lab material and most students were unable to make the connections between lecture and lab.
Exploring Central and Eastern Europe’s Biotechnology Landscape
by Peter T. Robbins Farah HuzairAt a time when the human genome has been sequenced advances in the life sciences seem to have great potential for human health, industry and the environment throughout Central and Eastern Europe (CEE). Still, for some, potential risks and ethical dilemmas remain, surrounding issues such as the appropriate use of GM crops, stem cells, genetic information, the nature of intellectual property and other challenges that come with EU accession. This book is the first of its kind to bring together experts from across Europe to explore the landscape of current life science policy and industrial development in CEE, including implications for economies, regulatory and legal frameworks, health care, ethics and human rights. It will be essential reading for researchers and students in science and technology studies, development, sociology, politics and law, and those interested in life science development in transition economies.
Exploring Communication Disorders: A 21st Century Introduction Through Literature And Media
by Dennis TannerExploring Communication Disorders is an innovative text. It is an incredibly thorough work that provides countless examples that stretch your imagination, warm your heart, and stir your fears. It is comprehensive, easy-to-read, well organized, and immensely appropriate for a college-level text. To that end it is also ideally designed to support a liberal studies course that examines how communication disorders are treated in literature and media. It also provides an inviting way to tell students about the discipline of communication sciences and disorders in an entertaining and engaging manner. Professionals in speech—language pathology and audiology touch the lives of children and adults in very special ways. Students also learn about these professionals, gain a deeper understanding of human communication, and may someday as a result find their way to a career in speech—language pathology or audiology.
Exploring Data and Metrics of Value at the Intersection of Health Care and Transportation: Proceedings Of A Workshop
by Engineering Medicine National Academies of SciencesEvidence from the public health sector demonstrates that health care is only one of the determinants of health, which also include genes, behavior, social factors, and the built environment. These contextual elements are key to understanding why health care organizations are motivated to focus beyond their walls and to consider and respond in unprecedented ways to the social needs of patients, including transportation needs. In June 2016 the National Academies of Sciences, Engineering, and Medicine held a joint workshop to explore partnerships, data, and measurement at the intersection of the health care and transportation sectors. This publication summarizes the presentations and discussions from the workshop.
Exploring Drug Delivery to the Peritoneum
by Ranjita ShegokarThe Peritoneal cavity (PC) is the key metastatic site for intra-abdominal malignancies (e.g., GI tract and rectal cancer). PC sites can be used to target several other diseases where lymphatic drug delivery is desired without dumping large amounts of the drug. Till recently, it was thought that treatment with curative intent was impossible but that was challenged by the introduction of cytoreductive surgery (CRS) and heated intraperitoneal chemotherapy (HIPEC), and PIPAC (pressurized intraperitoneal aerosol chemotherapy). Recently, a growing number of preclinical and clinical studies advocate intraperitoneal (IP) chemotherapy as an alternative post-operative therapy for cancer. Although their effectiveness has been proven both experimentally and clinically, there is still little understanding of the role of drug delivery systems (DDS) in targeting drugs in the intraperitoneal (IP) cavity.There are two main challenges one posed by IP cavity where the residence time of a small molecular weight drug (In summary, challenges like delivery to IP cavity, tumor or organ-specific targeting, efficient tissue penetration, optimal cellular uptake and intracellular residence of a drug, biocompatibility, toxicity, etc can be easily solved by smartly designing functional drug delivery systems (both nano and micro). Nanotechnologies have always fascinated humans for several decades and are now widely explored in the biomedical field. Diverse types of nanoparticles are being explored around the world, some examples include biodegradable nanoparticles, green nanoparticles, polymeric nanoparticles, lipid nanoparticles, metal nanoparticles, graphene, carbon nanotubes, and several others. Now a day's nanoparticles are gaining interest for drug targeting of chemotherapeutic drugs, immunotherapy, and gene delivery. Whereas microparticles can be explored for delayed drug delivery to the peritoneal cavity due to relatively slow removal from IP fluid. Hydrogels or other adhesive drug delivery may help to enhance peritoneal adhesions; thereby maintaining the balance between benefit and risk. Overall, drug delivery systems are key in IP targeting. That means drug delivery specialist and clinician needs to be connected to get the best out of this route of drug administration.The present book is a link between pharmaceutical scientists (drug formulators), clinicians, toxicologists, and regulatory experts. This book also provides a new perspective to researchers to divert or guide their research in an optimal way. Exploring Drug Delivery to the Peritoneum serves as a platform for upcoming technologies especially in the medical devices sector to face up and show potential in delivering drugs. It is a chance for commercial partners like insurance companies and the pharma industry to explore this direction.