The cost-effectiveness of algorithms and artificial intelligence applied in health care: A scoping review research protocol (Preprint)

2019 ◽  
Author(s):  
Stephanie Aboueid ◽  
Rebecca Hsin-Ling Liu ◽  
Piraveena Sabesan

BACKGROUND Given the rapid digitization of health care and abundance of available data, there is a great interest in how to leverage these advancements into evidence-based practice. Algorithms and artificial intelligence have the potential to improve health care, reduce costs, and contribute to evidence-based practice. An in-depth examination of the available evidence is needed to elucidate the cost-effectiveness of algorithms and AI techniques applied in health care. OBJECTIVE The goal of this scoping review will be to map the literature on the cost-effectiveness of algorithms and AI techniques applied in health care. The current review protocol provides an overview of the steps taken to complete the review. METHODS The PRISMA-Scoping Review checklist will be used to guide the reporting of the scoping review. Three main concepts include: 1) health care costs; 2) algorithms and AI techniques; and 3) cost-effectiveness analysis. The following databases will be used: PubMed, Scopus, ACM Digital Library, IEEE, Google Scholar, Econlit, OpenGrey, and ProQuest Dissertations and Theses. Two researchers (SA and RHL) will independently screen the titles, abstracts, and full texts, while a third researcher (PS) will negotiate any discrepancies, until consensus is reached. RESULTS Article retrieval, data extraction, and interpretation are currently underway. CONCLUSIONS Findings from the review may provide invaluable insights on the cost-effectiveness of algorithms and AI techniques applied in health care. Given that health care dollars are scarce, it is important to know which algorithms and AI techniques are worth the upfront investments. As a result, decision-makers will be able to identify which algorithms or AI technique would be of value for their specific context. This review will also identify key knowledge gaps in the literature and will provide next steps for future research. CLINICALTRIAL Not applicable - this is a scoping review.

BMJ Open ◽  
2019 ◽  
Vol 9 (5) ◽  
pp. e026204
Author(s):  
Lysanne Lessard ◽  
Agnes Grudniewicz ◽  
Antoine Sauré ◽  
Agnieszka Szczotka ◽  
James King ◽  
...  

IntroductionHealth systems in North America and Europe have been criticised for their lack of safety, efficiency and effectiveness despite rising healthcare costs. In response, healthcare leaders and researchers have articulated the need to transform current health systems into continuously and rapidly learning health systems (LHSs). While digital technology has been envisioned as providing the transformational power for LHSs by generating timely evidence and supporting best care practices, it remains to be ascertained if it is indeed playing this role in current LHS initiatives. This paper presents a protocol for a scoping review that aims at providing a comprehensive understanding of how and to what extent digital technology is used within LHSs. Results will help to identify gaps in the literature as a means to guide future research on this topic.Methods and analysisMultiple databases and grey literature will be searched with terms related to learning health systems. Records selection will be done in duplicate by two reviewers applying pre-defined inclusion and exclusion criteria. Data extraction from selected records will be done by two reviewers using a piloted data charting form. Results will be synthesised through a descriptive numerical summary and a mapping of digital technology use onto types of LHSs and phases of learning within LHSs.Ethics and disseminationEthical approval is not required for this scoping review. Preliminary results will be shared with stakeholders to account for their perspectives when drawing conclusions. Final results will be disseminated through presentations at relevant conferences and publications in peer-reviewed journals.


2003 ◽  
Vol 4 (4) ◽  
pp. 198-201 ◽  
Author(s):  
Kimberly D. Fraser

The cost-effectiveness of home care programs and services is an important area of health care research given the recent growth and continuing trend in home health care, the current state of health care reform in Canada, and changing demographics in Canada. Home care programs often proceed with little evidence-based decision-making. Increased demand for evidence-based decision-making is apparent in not only clinical settings, but also in policy environments thus creating a need for more research in this area. There are presently very few rigorous studies on the cost-effectiveness of home care programs. This systematic literature review addresses the research question, “What is the relationship between cost-consequence evidence and policy implications within the home care context?” The findings are not surprising. They include mixed results and indicate that cost-effectiveness of home care programs is an important area to study in spite of the many challenges. The challenges presented must be acknowledged and addressed in order to produce better research designs in future studies.


2020 ◽  
Vol 9 (1) ◽  
Author(s):  
Clement Avoka ◽  
Patience Adzordor ◽  
Vitalis Bawontuo ◽  
Diana A. Akila ◽  
Desmond Kuupiel

Abstract Background Human immunodeficiency virus (HIV) infection and acquired immunodeficiency syndrome (AIDS) continue to be a major public health issue, especially in sub-Sahara Africa (SSA). Literature shows significant HIV status awareness, testing, and treatment have generally improved among the population since the inception of the UNAIDS 90:90:90 programme. Despite this, it is possible literature gaps exist that require future research to inform in-country programmes to improve the gains post-UNAIDS 90:90:90 programme. This study, therefore, aims to synthesize literature and describe the evidence on HIV status awareness among key and vulnerable populations in SSA focusing on the first UNAIDS 90 since it is essential for treatment initiation. Method This systematic scoping review will be guided by the framework proposed by Arksey and O’Malley and improved by Levac and colleagues. Literature searches will be conducted in PubMed, SCOPUS, CINAHL, Google Scholar, and Science Direct from 2016 to 2020. A snowball approach will also be used to search for relevant articles from the reference of all included studies. This study will include both published and grey literature, articles that include HIV key and vulnerable populations, HIV status awareness, and evidence from SSA countries. Two reviewers will independently conduct the abstract and full-text article screening as well as pilot the data extraction form. Thematic content analysis and a summary of the themes and sub-themes will be reported narratively. Discussions The evidence that will be provided by this study may be useful to inform in-country programmes to improve the gains made post-UNAIDS 90:90:90 programme from 2021 onwards. This study also anticipates identifying literature gaps to guide researchers interested in this field of study in the future. Peer review journals, policy briefs, and conference platforms will be used to disseminate this study’s findings.


2021 ◽  
Author(s):  
PETER ANSU-MENSAH ◽  
Monica Ansu-Mensah ◽  
Desmond Kuupiel

Abstract Background: Identifying and addressing research gaps on environmental sustainability in this striving time of COVID-19, it is imperative to ensure proper waste management disposal, efficient use of energy as well as judicious use of transport in order to achieve the SDGs 2030.Aim: The proposed scoping review is aimed at mapping evidence on global perceptions of environmental sustainability amidst COVID-19 pandemic. Methods: The proposed study will be guided by the enhanced version of Arksey and O’Malley’s scoping review framework, and Levac et al. 2010 recommendations together with the 2015 Joanna Briggs Institute guidelines. A comprehensive keywords search for relevant studies presenting evidence of environmental sustainability during COVID-19 pandemic will be conducted with the following databases: SCOPUS, Google Scholar, EBSCOhost, and PubMed. Literature from university repositories and international organization such as the World Health Organization (WHO) and government websites relevant to the proposed study will also be retrieved. The proposed review will use the Preferred Reporting Items for Systematic Reviews and Meta-analysis: Extension for Scoping Review (PRISMA-ScR) to present the results of the study. For data extraction in a content thematic manner of analysis, NVivo version 11 software package will be used. A mixed methods appraisal tool (MMAT) version 2018 will be employed to appraise the quality of all the included studies. Discussion: We are hopeful that the results of the proposed study will inform future research and unveil evidence-based information to report potential environmental sustainability issues that may arise in this new phase of COVID-19 pandemic. It also anticipated that the proposed study will enable policy and regulatory bodies to implement new strategies to achieve the SDGs inclusive of COVID-19 pandemic.


2011 ◽  
Vol 6 (2) ◽  
pp. 121-123
Author(s):  
Jennifer Doherty-Restrepo

Evidence-based practice collectively involves research evidence, clinician expertise, and patient preference while making health care decisions. Due to health care reform legislation, there is greater emphasis on evidence-based practice as a means for improving the quality, and lowering the cost, of health care. Principles of evidence-based practice must be integrated into athletic training curricula for students to develop the skill set of accessing, understanding, and evaluating research to appropriately apply evidence–based procedures in clinical practice. We will provide brief synopses of current research related to teaching evidence-based practice and discuss possible applications to athletic training.


PLoS ONE ◽  
2021 ◽  
Vol 16 (11) ◽  
pp. e0260238
Author(s):  
Chi Eun Song ◽  
Aeri Jang

Simulation may be an effective educational strategy for undergraduate nursing students to experience evidence-based practice. The aim of this scoping review is to explore such simulations to discover the design characteristics that best achieve this goal. In this review, we will consider studies in which the focus was on evidence-based practice-related simulation programs for undergraduate students in academic, clinical, or virtual settings. We will also focus on the active learning strategies applied in such simulation programs. This scoping review will be conducted in accordance with the Joanna Briggs Institute methodology. Studies will be searched in Medical Literature Analysis and Retrieval System Online (MEDLINE; PubMed), the Cumulative Index to Nursing and Allied Health Literature (CINAHL), the Education Resources Information Center (ERIC), and the Excerpta Medica database (EMBASE). Sources of unpublished studies/gray literature will not be included in this scoping review. Data extraction will be undertaken by using a data-extraction tool developed by the reviewers, based on the National League for Nursing Jeffries Simulation Theory. Via a narrative summary and tabulated results, we will describe how the simulation programs were designed or implemented in an undergraduate curriculum.


2020 ◽  
Author(s):  
Marco Cascella ◽  
Arturo Cuomo ◽  
Francesca Bifulco ◽  
Barbara Di Caprio ◽  
Rosanna Accardo ◽  
...  

Abstract BackgroundOpioids are commonly used for the treatment of cancer and non-cancer pain, and during and after general anesthesia. Because preclinical studies underlined a potential opioid-mediated immunosuppression, it was postulated that the perioperative administration of opioids could influence cancer outcomes after surgery. Nevertheless, clinical data have been extrapolated mainly from retrospective analyses. Thus, the precise link between perioperative opioids use and cancer recurrence/metastasis or cancer-related mortality/morbidity remains unresolved.Methods/designThis scoping review is planned following the Joanna Briggs Institute recommendations. The authors will conduct a literature review through the PRISMA statement using PubMed and EMBASE databases; the Grey literature will be explored using Google Scholar, Conference Proceedings Citation Index (via Web of Science) and Open Grey. The search strategy will be limited to articles published in the English language and to human studies. The database searches are planned from the inception to November 2020. Two reviewers will independently screen titles and abstracts, followed by a full-text screening of potentially relevant articles with standardized data extraction. Any disagreement for the inclusion between the two reviewers will be discussed with a third reviewer.DiscussionThe review aim to map the available literature focusing on a possible association between the perioperative opioids use and cancer outcomes in patients undergoing surgery. The proposed approach will allow to identify and analyze the knowledge gap in the field and, serving as a prerequisite for future research including systematic reviews and clinical studies.Scoping review registrationOpen Science Framework https://osf.io/ng57c/ DOI 10.17605/OSF.IO/NG57C


Sign in / Sign up

Export Citation Format

Share Document