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Big Data Analytics in Healthcare——A systematic literature review and Roadmap for Practical Implementation

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IEEE/CAA Journal of Automatica Sinica 2021年第1期8卷 1-22页

作者： Sohail Imran Tariq Mahmood Ahsan Morshed Timos Sellis the Faculty of Computer Science Karachi Institute of Economics and TechnologyKarachi 75190Pakistan the Faculty of Computer Science Institute of Business AdministrationKarachi 75270Pakistan the School of Engineering and Technology CQ UniversityMelbourne 3000Australia the Data Science Research Institute Swinburne University of TechnologyHawthorn 3122Australia

The advent of healthcare information management systems(HIMSs)continues to produce large volumes of healthcare data for patient care and compliance and regulatory requirements at a global *** of this big data allows for boundless potential outcomes for discovering *** data analytics(BDA)in healthcare can,for instance,help determine causes of diseases,generate effective diagnoses,enhance Qo S guarantees by increasing efficiency of the healthcare delivery and effectiveness and viability of treatments,generate accurate predictions of readmissions,enhance clinical care,and pinpoint opportunities for cost ***,BDA implementations in any domain are generally complicated and resource-intensive with a high failure rate and no roadmap or success strategies to guide the *** this paper,we present a comprehensive roadmap to derive insights from BDA in the healthcare(patient care)domain,based on the results of a systematic literature *** initially determine big data characteristics for healthcare and then review BDA applications to healthcare in academic research focusing particularly on No SQL *** also identify the limitations and challenges of these applications and justify the potential of No SQL databases to address these challenges and further enhance BDA healthcare *** then propose and describe a state-of-the-art BDA architecture called Med-BDA for healthcare domain which solves all current BDA challenges and is based on the latest zeta big data *** also present success strategies to ensure the working of Med-BDA along with outlining the major benefits of BDA applications to ***,we compare our work with other related literature reviews across twelve hallmark features to justify the novelty and importance of our *** aforementioned contributions of our work are collectively unique and clearly present a roadmap for clinical administrators,practitioners and professionals to successf

关键词： Big data analytics(BDA) big data architecture healthcare NoSQL data stores patient care roadmap systematic literature review

Machine learning applied to road safety modeling:A systematic literature review

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Journal of Traffic and Transportation Engineering(English Edition) 2020年第6期7卷 775-790页

作者： Philippe Barbosa Silva Michelle Andrade Sara Ferreira Department of Civil Engineering Goiano Federal Institute-Rio Verde CampusRio Verde 75901-970Brazil Department of Civil and Environmental Engineering University of BrasiliaBrasilia 70910-900Brazil Research Centre for Territory Transports and EnvironmentUniversity of PortoPorto 4200-465Portugal

Road safety modeling is a valuable strategy for promoting safe mobility,enabling the development of crash prediction models(CPM)and the investigation of factors contributing to crash *** modeling has traditionally used statistical techniques despite acknowledging the limitations of this kind of approach(specific assumptions and prior definition of the link functions),which provides an opportunity to explore alternatives such as the use of machine learning(ML)*** study reviews papers that used ML techniques for the development of CPM.A systematic literature review protocol was conducted,that resulted in the analysis of papers and their *** types of models were identified:crash frequency,crash classification by severity,and crash frequency and *** first is a regression problem,the second,a classificatory one and the third can be approached either as a combination of the preceding two or as a regression model for the expected number of crashes by severity *** main groups of techniques used for these purposes are nearest neighbor classification,decision trees,evolutionary algorithms,support-vector machine,and artificial neural *** last one is used in many kinds of approaches given the ability to deal with both regression and classification problems,and also multivariate response *** paper also presents the main performance metrics used to evaluate the models and compares the results,showing the clear superiority of the ML-based models over the statistical *** addition,it identifies the main explanatory variables used in the models,which shows the predominance of road-environmental aspects as the most important factors contributing to crash *** review fulfilled its objective,identifying the various approaches and the main research characteristics,limitations,and opportunities,and also highlighting the potential of the usage of ML in crash analyses.

关键词： Transportation engineering Road safety modeling Crash prediction Crash injury severity Machine learning systematic literature review

A systematic literature review to explore sustainable energy development practices in Mozambique

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Clean Energy 2023年第6期7卷 1330-1343页

作者： Samuel Aires Master Lazaro Vanessa Fathia Baba College of Civil Engineering Taiyuan University of TechnologyNo.79 West Street YingzeTaiyuan 030024ShanxiPR China College of Economics&Management Taiyuan University of TechnologyNo.79 West Street YingzeTaiyuan 030024ShanxiPR China

This study thoroughly evaluates sustainable energy practices in Mozambique,identifies suitable activities and suggests future re-search *** authors meticulously detail the research tasks undertaken to achieve the primary objective of the study,including organizing articles by publication year,journal and conference papers;identifying the most frequently cited articles;and recognizing countries that have made significant contributions to the concept of sustainable *** study highlights the most relevant sustainable energy development practices for Mozambique,identifies suitable activities and suggests future research *** rigorous analysis,six significant areas of sustainable energy development were identified,including renewable energy(RE)resources,environmental science,social sciences,computer science,management and accounting,and Earth and planetary *** study used Scopus as the selected multidisciplinary peer-reviewed citation database on 20 February 2023,resulting in 76 *** study has been conducted nationwide for several months and thoroughly investigates various resources such as hydro,wind,solar,biomass and geothermal *** achieves this by evaluating and characterizing the power generation potential of each RE resource and,in addition,identifying and examining numerous projects at the technical and economic feasibility level to promote the potential of projects and the advantages of RE for the sustainable development of *** findings indicate that for sustainable energy development in Mozambique,it is crucial to introduce more policies to support the effectiveness of RE systems while involving the private *** achieve this,measures such as reducing investment risks,guaranteeing investment returns and establishing a transparent regulatory framework are *** steps will attract substantial investments,resolve conflicts and motivate key stakeholders to actively participate in the p

关键词： developing countries Mozambique sustainable development renewable energy systematic literature review Scopus

Small-scale self-driving cars:A systematic literature review

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Journal of Traffic and Transportation Engineering(English Edition) 2024年第2期11卷 271-292页

作者： Felipe Caleffi Lauren da Silva Rodrigues Joice da Silva Stamboroski Brenda Medeiros Pereira Autonomous Vehicles Laboratory Federal University of Santa MariaCachoeira do Sul 96503-205Brazil Mobility and Logistics Laboratory Federal University of Santa MariaCachoeira do Sul 96503-205Brazil

The autonomous vehicle(AV)technology has the potential to significantly improve safety and efficiency of the transportation and logistics ***-scale AV testing is limited by time,space,and cost,while simulation-based testing often lacks the necessary accuracy of AV and environmental *** recent years,several initiatives have emerged to test autonomous software and hardware on scaled *** systematic literature review provides an overview of the literature surrounding small-scale self-driving cars,summarizing the current autonomous platforms deployed and focusing on the software and hardware developments in this *** studies published in English-language journals or conference papers that present small-scale testing of self-driving cars were *** of Science,Scopus,Springer Link,Wiley,ACM Digital Library,and TRID databases were used for the literature *** systematic literature search found 38 eligible *** gaps in the reviewed papers were identified to provide guidance for future *** key takeaway emerging from this manuscript are:(i)there is a need to improve the models and neural network architectures used in autonomous driving systems,as most papers present only preliminary results;(ii)increasing datasets and sharing databases can help in developing more reliable control policies and reducing bias and variance in the training process;(iii)small-scaled vehicles to ensure safety is a major benefit,and incorporating data about unsafe driving behaviors and infrastructure problems can improve the accuracy of predictive models.

关键词： Self-driving car Autonomous vehicle Small-scale vehicle systematic literature review

Explainable Rules and Heuristics in AI Algorithm Recommendation Approaches——A systematic literature review and Mapping Study

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Computer Modeling in Engineering & Sciences 2023年第8期136卷 1023-1051页

作者： Francisco JoséGarcía-Penlvo Andrea Vázquez-Ingelmo Alicia García-Holgado GRIAL Research Group Computer Science DepartmentUniversity of SalamancaSalamanca37008Spain

The exponential use of artificial intelligence(AI)to solve and automated complex tasks has catapulted its popularity generating some challenges that need to be *** AI is a powerfulmeans to discover interesting patterns and obtain predictive models,the use of these algorithms comes with a great responsibility,as an incomplete or unbalanced set of training data or an unproper interpretation of the models’outcomes could result in misleading conclusions that ultimately could become very *** these reasons,it is important to rely on expert knowledge when applying these ***,not every user can count on this specific expertise;non-AIexpert users could also benefit from applying these powerful algorithms to their domain problems,but they need basic guidelines to obtain themost out of AI *** goal of this work is to present a systematic review of the literature to analyze studies whose outcomes are explainable rules and heuristics to select suitable AI algorithms given a set of input *** systematic review follows the methodology proposed by Kitchenham and other authors in the field of software *** a result,9 papers that tackle AI algorithmrecommendation through tangible and traceable rules and heuristics were *** reduced number of retrieved papers suggests a lack of reporting explicit rules and heuristics when testing the suitability and performance of AI algorithms.

关键词： SLR systematic literature review artificial intelligence machine learning algorithm recommendation heuristics explainability

Ethical and legal implications of gene editing in plant breeding:a systematic literature review

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Journal of Zhejiang University-Science B(Biomedicine & Biotechnology) 2023年第12期24卷 1093-1105页

作者： Siti Hafsyah IDRIS Nurzatil Sharleeza MAT JALALUDDIN Lee Wei CHANG Faculty of Law Universiti Teknologi MARAJalan Sarjana 1/2Shah Alam 40450SelangorMalaysia Centre for Research in Biotechnology for Agriculture(CEBAR) Level 3Research Management and Innovation ComplexUniversiti MalayaKualaLumpur50603Malaysia Centre for Civilisational Dialogue Level 1High Impact Research BuildingUniversiti MalayaKuala Lumpur 50603Malaysia

Biotechnology policies and regulations must be revised and updated to reflect the most recent advances in plantbreeding technology. New Plant Breeding Techniques(NPBT) such as gene editing have been applied to address the myriad of challenges in plant breeding, while the use of NPBT as emerging biotechnological tools raises legal and ethical concerns. This study aims to highlight how gene editing is operationalized in the existing literature and examine the critical issues of ethical and legal issues of gene editing for plant breeding. We carried out a systematic literature review(SLR) to provide the current states of ethical and legal discourses surrounding this topic. We also identified critical research priority areas and policy gaps that must be addressed when designing the future governance of gene editing in plant breeding.

关键词： systematic literature review Gene editing Plant breeding Ethical and legal issues Consequentialism Virtue ethics principles

Quality of life in patients with gastroenteropancreatic tumours: A systematic literature review

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World Journal of Gastroenterology 2020年第25期26卷 3686-3711页

作者： Catherine Watson Craig William Tallentire John K Ramage Rajaventhan Srirajaskanthan Oscar RLeeuwenkamp Donna Fountain PHMR Health Economics Pricing and ReimbursementLondon NW18XYUnited Kingdom Kings Health Partners NET centre Kings College Hospital LondonLondon SE59RSUnited Kingdom Advanced Accelerator Applications Geneva 1204Switzerland

BACKGROUND Gastroenteropancreatic neuroendocrine tumours(GEP-NETs)are slow-growing cancers that arise from diffuse endocrine cells in the gastrointestinal tract(GINETs)or the pancreas(P-NETs).They are relatively uncommon,accounting for 2%of all gastrointestinal *** usual treatment options in advanced GEP-NET patients with metastatic disease include chemotherapy,biological therapies,and peptide receptor radionuclide *** the impact of treatment on GEP-NET patients is paramount given the nature of the ***-related quality of life(HRQoL)is increasingly important as a concept reflecting the patients’perspective in conjunction with the disease presentation,severity and *** To conduct a systematic literature review to identify literature reporting HRQoL data in patients with GEP-NETs between January 1985 and November *** The PRISMA guiding principles were ***,Embase and the Cochrane library were *** extracted from the publications included type of study,patient population data(mid-gut/hind-gut/GI-NET/P-NET),sample size,intervention/comparators,HRQoL instruments,average and data spread of overall and sub-scores,and follow-up time for data *** Forty-three publications met the inclusion *** heterogeneous nature of the different study populations was evident;the percentage of female participants ranged between 30%-60%,whilst average age ranged from 53.8 to 67.0 *** studies investigated GI-NET patients only,six studies focused exclusively on P-NET patients and the remaining studies involved both patient populations or did not report the location of the primary *** most commonly used instrument was the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire-C30(n=28)with consistent results across studies;the GI-NET-specific module Quality of Life Questionnaire-GINET21 was used in six of these studies.A number of randomised tria

关键词： Gastroenteropancreatic neuroendocrine tumours Health-related quality of life systematic literature review Chemotherapy Biological therapies Peptide receptor radionuclide therapy

A corpus-based approach to understanding market access in fisheries and aquaculture international business research:A systematic literature review

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Aquaculture and Fisheries 2019年第6期4卷 219-230页

作者： Cheryl Marie Cordeiro Nofima The Norwegian Institute of FoodFisheries and Aquaculture ResearchMuninbakken 9BreivikaTromsø9291Norway

Although fisheries and aquaculture studies might seem marginal to international business(IB)studies in general,fisheries and aquaculture IB(FAIB)management is currently facing increasing pressure to meet global demand and consumption for fish in the next coming *** part address to this challenge,the purpose of this systematic review of literature(SLR)study is to investigate the use of the term‘market access’in its context of use in the generic literature and business sector discourse,in comparison to the more specific literature and discourse in fisheries,aquaculture and *** SLR aims to uncover the knowledge/interest gaps between the academic subject discourses and business sector *** driven in methodology and using a triangulation method of three different text analysis softwares including AntConc,VOSviewer and Web of Science(WoS)analytics,the SLR results indicate a gap in conceptual knowledge and business practices in how market access is conceived,studied and managed in the pharmaceutical and healthcare marketing industry in comparison to fisheries and ***'s complexity is directly acknowledged in the 2030 Agenda for Sustainable Development and Zero *** while the product orientation of different business sectors might differ,this SLR study works with the assumption that both business sectors are international in orientation,and complex in their operations from product to *** that extent,research scholars and practitioners in FAIB will need to broaden their efforts in understanding the multiplicity of forces that influences fisheries and aquaculture and its international orientation towards both emerging as well as mature *** SLR suggests a conceptual model in understanding the challenges,the potential barriers as well as avenues for solutions to developing market access for FAIB.

关键词： Market access Fisheries and aquaculture International business systematic literature review Concordance analysis Bibliometric analysis Research methods

Innovation capabilities and their dimensions:A systematic literature review

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International Journal of Innovation Studies 2024年第3期8卷 313-333页

作者： Antonio Moreira Eurico Navaia Claudia Ribau Department of Economics ManagementIndustrial Engineering and TourismUniversity of Aveiro3810-193AveiroPortugal GOVCOPP-Research Unit on Governance Competitiveness and Public PoliciesUniversity of Aveiro3810-193AveiroPortugal INESCTEC-Institute for Systems and Computer Engineering Technology and Science4200-465PortoPortugal NECE-UBI-Research Center for Business Sciences Universidade da Beira InteriorCovilhaPortugal CICEE-Research Center in Business and Economics UALPortugal Faculdade de Ciencias Sociais e Humanidades Universidade ZambezeBeira369SofalaMozambique Instituto Superior de Contabilidade e Administragao University of Aveiro3810-193AveiroPortugal

Innovation capabilities(ICs)represent a crucial source of competitive advantage for ***,the literature on ICs is extensive,leading to a diverse understanding of their nature and measurement.A notable gap exists in delineating the dimensions constituting *** article aims to address this gap by identifying and pinpointing the various dimensions of ICs through a systematic literature review(SLR).The initial step involves identifying the diverse dimensions used in ICs,providing a distinctive insight for assessing their ***,this SLR stands out as the only comprehensive analysis of various ICs dimensions,organizing them *** 103 articles from the Web of Science and Scopus databases spanning from 2001 to 2022,the results reveal an amalgam of scales and associated approaches for IC *** study contributes to the literature by systematically identifying and analyzing the main dimensions employed by researchers to measure ***,it highlights the foundational theoretical approaches of the identified *** practical terms,the study consolidates and presents the identified dimensions and metrics in integrative tables,offering researchers and companies valuable insights into diverse innovation paths that impact performance.

关键词： Innovation capability Innovation systematic literature review Competitiveness