scholarly journals Role of Digital Health and Artificial Intelligence in Inflammatory Bowel Disease: A Scoping Review

Genes ◽  
2021 ◽  
Vol 12 (10) ◽  
pp. 1465
Author(s):  
Kamila Majidova ◽  
Julia Handfield ◽  
Kamran Kafi ◽  
Ryan D. Martin ◽  
Ryszard Kubinski

Inflammatory bowel diseases (IBD), subdivided into Crohn’s disease (CD) and ulcerative colitis (UC), are chronic diseases that are characterized by relapsing and remitting periods of inflammation in the gastrointestinal tract. In recent years, the amount of research surrounding digital health (DH) and artificial intelligence (AI) has increased. The purpose of this scoping review is to explore this growing field of research to summarize the role of DH and AI in the diagnosis, treatment, monitoring and prognosis of IBD. A review of 21 articles revealed the impact of both AI algorithms and DH technologies; AI algorithms can improve diagnostic accuracy, assess disease activity, and predict treatment response based on data modalities such as endoscopic imaging and genetic data. In terms of DH, patients utilizing DH platforms experienced improvements in quality of life, disease literacy, treatment adherence, and medication management. In addition, DH methods can reduce the need for in-person appointments, decreasing the use of healthcare resources without compromising the standard of care. These articles demonstrate preliminary evidence of the potential of DH and AI for improving the management of IBD. However, the majority of these studies were performed in a regulated clinical environment. Therefore, further validation of these results in a real-world environment is required to assess the efficacy of these methods in the general IBD population.

2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
L Velez Lapão

Abstract Health evidence should drive health policies towards health determinants targets. Amongst the environmental health determinants, climate change represents now a clear public health threat. The constant increase of temperatures has multiple consequences on population health, already observed in Europe and elsewhere. The role of healthcare services is paramount, moreover the use of new technologies that can mitigate CO2 emissions and reduce costs while improving healthcare coverage. Reducing the impacts of climate change on the environment and population health is a challenge affecting everyone: it is therefore essential to get actors from all sectors, moreover from the technology side. A scoping review addressed the impact of digital health services on climate change mitigation. Leveraging from previous work on telemedicine and health digital services an impact analysis was done covering both the CO2 mitigation and Costs. An example from a 20 years' telemedicine service is used to exemplify the impact. The impact of a Telecardiology service, as an example of digital service, was addressed and the CO2 mitigation calculated. This service has so far avoided about 2000 flights from Africa to Europe, which means a reduction of more than 16 000 Tons of CO2. From this analysis is complemented with a scoping review showing the evidence from other digital health cases. The optimization of resources is critical in healthcare. In this regard, it is important to assess the actual benefits obtained with the health digital services, giving evidence on the righteousness of the decision-making. Clearly digital health services should be promoted to tackle both health coverage from distance patients and to mitigate climate change footprint and should motivate policy-makers to take this challenge more seriously. This work is contributing to SDG3, improving health, to SDG4, allowing to provide distance health education at relatively low cost and to SDG 13, by reducing the CO2 footprint.


Author(s):  
Francesco Piccialli ◽  
Vincenzo Schiano di Cola ◽  
Fabio Giampaolo ◽  
Salvatore Cuomo

AbstractThe first few months of 2020 have profoundly changed the way we live our lives and carry out our daily activities. Although the widespread use of futuristic robotaxis and self-driving commercial vehicles has not yet become a reality, the COVID-19 pandemic has dramatically accelerated the adoption of Artificial Intelligence (AI) in different fields. We have witnessed the equivalent of two years of digital transformation compressed into just a few months. Whether it is in tracing epidemiological peaks or in transacting contactless payments, the impact of these developments has been almost immediate, and a window has opened up on what is to come. Here we analyze and discuss how AI can support us in facing the ongoing pandemic. Despite the numerous and undeniable contributions of AI, clinical trials and human skills are still required. Even if different strategies have been developed in different states worldwide, the fight against the pandemic seems to have found everywhere a valuable ally in AI, a global and open-source tool capable of providing assistance in this health emergency. A careful AI application would enable us to operate within this complex scenario involving healthcare, society and research.


2020 ◽  
pp. 193229682097640
Author(s):  
Michelle Dugas ◽  
Weiguang Wang ◽  
Kenyon Crowley ◽  
Anand K. Iyer ◽  
Malinda Peeples ◽  
...  

Background: Digital health solutions targeting diabetes self-care are popular and promising, but important questions remain about how these tools can most effectively help patients. Consistent with evidence of the salutary effects of note-taking in education, features that enable annotation of structured data entry might enhance the meaningfulness of the interaction, thereby promoting persistent use and benefits of a digital health solution. Method: To examine the potential benefits of note-taking, we explored how patients with type 2 diabetes used annotation features of a digital health solution and assessed the relationship between annotation and persistence in engagement as well as improvements in glycated hemoglobin (A1C). Secondary data from 3142 users of the BlueStar digital health solution collected between December 2013 and June 2017 were analyzed, with a subgroup of 372 reporting A1C lab values. Results: About a third of patients recorded annotations while using the platform. Annotation themes largely reflected self-management behaviors (diet, physical activity, medication adherence) and well-being (mood, health status). Early use of contextual annotations was associated with greater engagement over time and with greater improvements in A1C. Conclusions: Our research provides preliminary evidence of the benefits of annotation features in a digital health solution. Future research is needed to assess the causal impact of note-taking and the moderating role of thematic content reflected in notes.


F1000Research ◽  
2016 ◽  
Vol 5 ◽  
pp. 780 ◽  
Author(s):  
Robin Spiller

Despite being one of the most common conditions leading to gastroenterological referral, irritable bowel syndrome (IBS) is poorly understood. However, recent years have seen major advances. These include new understanding of the role of both inflammation and altered microbiota as well as the impact of dietary intolerances as illuminated by magnetic resonance imaging (MRI), which has thrown new light on IBS. This article will review new data on how excessive bile acid secretion mediates diarrhea and evidence from post infectious IBS which has shown how gut inflammation can alter gut microbiota and function. Studies of patients with inflammatory bowel disease (IBD) have also shown that even when inflammation is in remission, the altered enteric nerves and abnormal microbiota can generate IBS-like symptoms. The efficacy of the low FODMAP diet as a treatment for bloating, flatulence, and abdominal discomfort has been demonstrated by randomized controlled trials. MRI studies, which can quantify intestinal volumes, have provided new insights into how FODMAPs cause symptoms. This article will focus on these areas together with recent trials of new agents, which this author believes will alter clinical practice within the foreseeable future.


2020 ◽  
Vol 5 (19) ◽  
pp. 32-35
Author(s):  
Anand Vijay ◽  
Kailash Patidar ◽  
Manoj Yadav ◽  
Rishi Kushwah

In this paper an analytical survey on the role of machine learning algorithms in case of intrusion detection has been presented and discussed. This paper shows the analytical aspects in the development of efficient intrusion detection system (IDS). The related study for the development of this system has been presented in terms of computational methods. The discussed methods are data mining, artificial intelligence and machine learning. It has been discussed along with the attack parameters and attack types. This paper also elaborates the impact of different attack and handling mechanism based on the previous papers.


2021 ◽  
pp. 082585972110522
Author(s):  
Neerjah Skantharajah ◽  
Carol Barrie ◽  
Sharon Baxter ◽  
M. Carolina Borja ◽  
Anica Butters ◽  
...  

Background Informal caregivers are a significant part of the hospice and palliative care landscape as members of the interdisciplinary care team. Despite this, little is known about the impact this responsibility has on informal caregivers’ experiences of grief and bereavement. To address this, a scoping review of the literature was conducted to explore the current state of knowledge toward grief and bereavement of informal caregivers of adult/geriatric patients in the hospice and palliative/end-of-life care realm within North America. Methods Using Arksey and O’Malley's 5-step framework, key electronic health care and social sciences databases (eg, CINAHL, MEDLINE, ProQuest Sociological Abstracts, PsycINFO) alongside gray literature sources were searched and screened against inclusion and exclusion criteria. A thematic content analysis was used to identify key themes. Results 29 articles met the final inclusion criteria with 3 central themes emerging: (1) mediators of grief, (2) grief experiences, and (3) types of grief. Discussion Informal caregivers encounter unique grief and bereavement experiences: The range of psychosocial outcomes, both negative and positive, can be affected by various mediators such as caregiver burden, demographics, disease type of the patient being cared for, etc. Bereavement interventions must be designed with the mediators of grief in mind. Conclusions Understanding the nuances of informal caregivers’ experiences with grief and bereavement will inform and advance practice, policy, and research. Practitioners/clinicians should be further educated on how to properly acknowledge the complexity of grief and bereavement for informal caregivers, specifically paying attention to mediators. Further research needs to consider the role of culture.


Author(s):  
Christina L. McDowell Marinchak ◽  
Edward Forrest ◽  
Bogdan Hoanca

This entry will review the state of the art in AI, with a particular focus on applications in marketing. Based on the current capabilities of AI in marketing, the author's explore the new rules of engagement. Rather than simply targeting consumers, the marketing effort will also be directed at the algorithms controlling the consumers' virtual personal assistants (VPAs). Rather than exploiting human desires and weakness, marketing will need to focus on meeting the user's actual needs. The level of customer satisfaction will be even more critical as marketing will need to focus on establishing and maintaining a reputation in competition with those of similar offerings in the marketplace. This entry concludes with thoughts on the long-term implications, exploring the role of customer trust in the adoption of AI agents, the security requirements for agents and the ethical implications of access to such agents.


Author(s):  
Heru Susanto ◽  
Leu Fang Yie ◽  
Didi Rosiyadi ◽  
Akbari Indra Basuki ◽  
Desi Setiana

Digital ecosystems have grown rapidly over the years, and governments are investing in digital provision for their processes and services. Despite the advantages of distributed technologies, there are many security issues as well that result in breaches of data privacy with serious impact including legal and reputational implications. To deal with such threats, government agencies need to thoughtfully improve their security defences to protect data and systems by using automation and artificial intelligence (AI), as well as easing the data security measures including early warning of threats and detection. This study provides a comprehensive view of AI and automaton to highlight challenges and issues concerning data security and suggests steps to combat the issues. The authors demonstrate the role of AI-driven security tools and automation to mitigate the impact of data breaches to also propose recommendations for government agencies to enhance their data security protection.


2012 ◽  
Vol 2012 ◽  
pp. 1-11 ◽  
Author(s):  
M. S. Sajadinejad ◽  
K. Asgari ◽  
H. Molavi ◽  
M. Kalantari ◽  
P. Adibi

Inflammatory bowel disease (IBD) including Crohn’s disease (CD) and ulcerative colitis (UC) is a chronic and disabling disease with unknown etiology. There have been some controversies regarding the role of psychological factors in the course of IBD. The purpose of this paper is to review that role. First the evidence on role of stress is reviewed focusing on perceived stress and patients’ beliefs about it in triggering or exacerbating the course of IBD. The possible mechanisms by which stress could be translated into IBD symptoms, including changes in motor, sensory and secretory gastrointestinal function, increase intestinal permeability, and changes in the immune system are, then reviewed. The role of patients’ concerns about psychological distress and their adjustment to disease, poor coping strategies, and some personality traits that are commonly associated with these diseases are introduced. The prevalence rate, the timing of onset, and the impact of anxiety and depression on health-related quality of life are then reviewed. Finally issues about illness behavior and the necessity of integrating psychological interventions with conventional treatment protocols are explained.


2020 ◽  
Vol 2 (1) ◽  
Author(s):  
Katie Tunks Leach ◽  
Joanne Lewis ◽  
Tracy Levett-Jones

Background Chaplains in first responder and military services support staff prior to, during and after critical incidents. Some studies have explored the role of chaplains in these settings predominantly in the military and from chaplains’ perspectives. However, few studies have explored the perspective of staff. This scoping review aims to map the literature on staff perceptions of the role and value of chaplains in first responder and military settings.   Method A scoping review using the Arksey & O’Malley (2003) and Joanna Briggs Institute Scoping Review Methodology was conducted. English language peer-reviewed and grey literature in CINAHL, PubMed, PsychINFO, ProQuest and Google Scholar from 2004-2019 was reviewed for inclusion. Records were included if they provided staff perspectives on the role and value of chaplains in first responder and military settings. The initial search identified 491 records after removal of duplicates. All titles and abstracts were then screened for relevance to the research question and 84 were selected for full-text review. Seven records were included in final review; five dissertations and two peer-reviewed articles. Five of these were from the military and two from the police. Data were extracted and thematically analysed to identify staff perceptions of the role, skills and attributes, and value of chaplains in first responder and military settings.   Results Staff understood the role of chaplain to include the provision of spiritual and pastoral care and guidance and, in the case of police, providing scene support. Staff from all of the services identified requisite skills and attributes for chaplains such as being available, approachable and engaged; counselling; maintaining confidentiality and trust; being organisationally aware; and possessing distinct personality traits and knowledge of specialty content areas. The value chaplains brought to their services emerged from chaplains being trusted as a result of being proactively available for staff, families and bystanders for formal and informal conversation; organisational belonging and awareness resulting in enhanced staff satisfaction and retention; and promoting staff physical, mental, social and spiritual wellbeing.   Conclusions Although military and police staff identified spiritual, psychological and social benefits to chaplains maintaining an active and visible role in their services, the small number of papers identified make generalisation of these findings to other first responder services problematic. Further research is therefore required to understand the impact of the chaplain’s role as part of the care team in first responder services.


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