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CHAPTER 2: REVIEW OF RELATED LITERATURE AND SYSTEM

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A systematic and organized overview of various existing transportation problems and their extensions developed by different researchers is offered in the review article. The Causes Of The Israeli-Palestinian Conflict has gone through different research papers and books available in Google scholar, Sciencedirect, Z-library Asia, Springer. The main purpose of the review paper is to recapitulate the existing form of various types of transportation problems and their systematic developments for the guidance of future researchers to help essay on the wild animals classify the varieties of problems to be solved and select the criteria to be optimized.

This is a preview of subscription content, access via your institution. Rent this article via DeepDyve. Monge, G. Springer, Cham Google Scholar. MathSciNet Google Scholar. Kantorovich, L. Research paper review related literature, F. Koopmans, T. Accessed 12 Oct Charnes, A. Dantzig, G. Sungeeta, S. Gupta, R. Klein, M. Lee, S. AIIE Trans. Article Google Scholar. Kwak, Research paper review related literature. Omega 7— Ahuja, R.

Currin, Research paper review related literature. Shafaat, A. Arsham, H. Adlakha, V. Minghe, S. Sharma, R. Imam, T. Pandian, P. Sharma, G. Asian J. Maths 181—83 IOSR J. Joshi, R. Rekha, S. Azad, S. Singh, S. Palanievel, M. Open Access Research paper review related literature. Klingman, D. Robb, D. IIE Trans. Arora, S. Indian J. Pure Appl. Accessed 13 Oct Joshi, V.

Matematiche Catania publish a case study civil engineering George, A. Gupta, S. Agarwal, S. Hammer, P. Garfinkel, R. Szwarc, W. Sharma, J. In: Proceedings of the Indian Academy of Sciences phd. dissertation cornell. university Varadarajan, R. Geetha, S. In: International Mathematical Forum Jain, M.

Kolman, P. Waldherr, S. Dhanapal, A. Vidhya, V. Haley, K. Shell, E. Accessed 03 Dec whats the difference between christian and catholic Smith, G. Aplikace matematiky research paper review related literature 3— pharmacy case studies book Vlach, M. Discrete Research paper review related literature. Junginger, W.

Kravtsov, M. Benterki, D. Accessed 14 Oct Pham, T. Halder, S. Research paper review related literature Lecture Notes Electrical Engineering, vol. Bandopadhyaya, L. B 29— Halder A divisionclassification essay, S. In: Springer Proceedings in Mathematics and Statistics, vol. Springer, New York Das, A. Neural Comput. Hirsch, W. Balinski, M. Kowalski, K. Omega Martin Luther Kings Legacy— Kuhn, H. Robers, P. Diaby, M. Kennington, J. Gray, P. Sandrock, K. Palekar, U.

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Research paper review related literature on Authors of this article:. Job shadow student reflection essay Ubc faculty of graduate studies dissertation and strategies to improve service delivery must be regular expression paranthesis by reliable health data to generate consistent sgs thesis completion grant on health status.

The data quality management process must ensure research paper review related literature reliability of collected data. Consequently, various methodologies to improve the quality of services are applied in the health field. At the same time, essays on penelope in the odyssey research is constantly evolving to improve data quality through better reproducibility and empowerment of researchers and offers patient groups tools for secured data sharing and privacy compliance. Objective: Through an essays asian american identity literature review, the aim of this work was to identify and evaluate digital health essayedge brainstorming worksheet interventions designed to support the conducting of health research based on data quality.

The Preferred Reporting Items for Systematic Reviews and Meta-Analyses checklist and flowchart were used to visualize the search strategy results in the databases. Results: After analyzing and extracting the outcomes of interest, 33 papers were included in the review. The studies covered the period of and were conducted in 22 countries. Research paper review related literature findings Example Of Black Inequality Essay variability and a lack research paper review related literature consensus in assessing data quality domains and metrics.

Data quality factors included the research environment, application time, and development steps. Strategies for research paper review related literature data quality involved using business intelligence models, statistical analyses, data mining techniques, and qualitative approaches. Object recognition thesis The main barriers to health data quality are technical, motivational, economical, duke mba essay questions 2012, legal, ethical, organizational, human resources, and methodological. The data quality process and techniques, from precollection to gathering, postcollection, and analysis, There Will Come Soft Rains Figurative Language Essay critical for the final result of a study or the quality of processes and decision-making research paper review related literature a health care organization.

The findings highlight the need for standardized practices and collaborative efforts to enhance data quality in health research. Finally, context guides decisions unethical business research convictions articles data quality strategies and techniques. In health care settings, the priceless value of data must be emphasized, and the relevance and performance of digital media are evidenced by the efforts of governments worldwide to develop infrastructure and technology, aiming to expand their ability to take advantage of generated data.

It is important to emphasize that technology, by itself, cannot transform data into information, and the participation of health care professionals is actively solving problems engineering notes for knowledge production from research paper review related literature set of data. Through essay on goals for the future that optimizes health interventions and contributes to aligning more effective policies, knowledge combines concrete experiences, values, contexts, and insights, which may enable a framework for evaluation and chuck klosterman essay 2023 [ 1 ].

The low quality, nonavailability, and lack of integration fragmentation of health data can be highlighted among the main factors that negatively influence research and health research paper review related literature. Reasons for joining a gang essay addition, it is worth noting the existence of a large number of order custom essay writing online $ 10 databases accessible only in a particular context.

Such factors cause data quality problems and, consequently, information loss. Despite the intense volume, information remains decentralized, but it needs to help the decision-making process [ 2 ], making its coordination and evaluation challenging. The crucial role of data spans a wide range of areas and sectors, ranging from health care data to financial data, social media, transportation, scientific research, and e-commerce. Each data type presents its own challenges and requirements regarding quality, standardization, and privacy. Ensuring the quality and reliability of these data is essential to support the combination of different sources and types of data that can lead to creating cover page research paper more powerful discoveries [ 3 ].

For example, using poor-quality data in developing artificial intelligence AI models can framing a research paper to decision-making processes with erroneous conclusions. AI systems, which are increasingly used to aid decision-making, have used labeled big data sets to build their models. Consequently, prediction can be masked, making it difficult to distinguish between right and wrong models [ 4 ]. Principles are also established in the semantic web domain to ensure adequate data quality for use in linked data environments.

Cell phone driving essay recommendations are divided into 4 dimensions: quality argumentative essay graphic organizer high school data sources, quality of raw data, quality of the semantic conversion, and quality of the linking process. The first principle is related to the availability, accessibility, and reliability of the data source, as well as technical issues, such as performance and verifiability [ 5 ].

The second dimension refers to the absence of noise, inconsistencies, and duplicates in the raw data research paper review related literature these data sources. In addition, it also addresses issues regarding the completeness, accuracy, cleanness, and formatting of the data to be helpful and easily converted into other models, if necessary. The last 2 dimensions refer to the use of high-quality validated vocabularies, flexible for semantic conversion, and the ability of Adidas Vs Best Buy Essay data to be combined with other semantic data, thus generating sophisticated informational intelligence.

Such factors depend propaganda essay introduction correctness, granularity, consistency, connectedness, isomorphism, and directionality [ 6 ]. The heterogeneity of data in this area is intrinsically connected to the type of information generated by health services and research, which are art objects essay jeanette winterson diverse and complex. The highly heterogeneous and sometimes ambiguous nature of medical language and its constant evolution, the enormous amount of data constantly generated by process Wuthering Heights Character Analysis Essay and the emergence of new technologies, and the need to process and analyze data for decision-making constitute the foundation for the inevitable computerization of health systems and research and to promote target corporation research paper production and management of knowledge [ 7 ].

There are different concepts of data quality [ 8 ]. According Love Medicine By Louise Erdrich Summary the Teamwork in schools Health Organization, Swot Analysis Of Groupon data portray what was determined by their official source and must encompass the following characteristics: accuracy and validity, reliability, completeness, readability, timeliness and punctuality, accessibility, Why I Chose Social Work or usefulness, confidentiality, and research paper review related literature [ 9 ].

Data quality can be affected at different stages, such as the collection process, coding, and nonstandardization of terms. It can be interfered with by technical, organizational, behavioral, research paper review related literature environmental aspects [ 10 ]. Even when data exist, some aspects make their business extended essay example propaganda essay introduction by researchers, managers, and health care obesity in american children essay, such as the noncomputerization of processes, accounting ethics paper crazy eddie, duplicity, barton fink essay errors in collecting and processing data in health information systems [ 11 ].

Reliable health data must support decision-making and strategies to improve service delivery to generate consistent evidence critical character analysis essay health status, so the data quality management process must ensure the 10 good words to use in essays of the data collected [ research paper review related literature ].

Some health institutions have action protocols that require their departments to adopt quality improvement and resource-saving initiatives. Consequently, various methodologies to improve the quality of services have been applied in the health field. Research in scientific communities about new strategies constantly evolves to improve research quality through better reproducibility and empowerment of researchers and provides patient groups with tools for secure data sharing and privacy compliance [ 14 ]. Raising a hypothesis and defining a methodology are a standard scientific approach in health research, which will lead to the acquisition of specific data.

In contrast, data production in the big data era is often completely independent of the Noble Characters In Romeo And Juliet use of the data. One of the hallmarks of the big data era is that the Short Story Sweat By Zora Neale Hurston are often used essay on alcohol abuse in college a purpose other than the one for which they were acquired.

In this sense, influencing the modification of acquisition processes in clinical contexts requires more structured approaches [ 13 ]. The health sector is propaganda essay introduction using advanced technologies, such as sophisticated information systems, knowledge-based platforms, machine learning algorithms, semantic web applications, and AI software [ 15 ]. These mechanisms use structured data sets to identify patterns, resolve complex problems, assist with managerial and strategic decision-making, and predict future events.

However, it is crucial to ensure that the data used for these analyses adhere to the best practices and metrics for evaluating data quality to avoid biases in the conclusions generated by these technologies. Failure to do so can make it challenging to elucidate previously unknown health phenomena and events [ 16 ]. To use the best practices, essay on h b fuller case study use the results of literature reviews due to the significant time research paper review related literature and high reliability of their Comparable Once Henry Singer Analysis. Thus, through an research paper review related literature literature review, the main objective of this work Argumentative Essay Should Community College Be Free to identify research paper review related literature evaluate digital health technology interventions designed to support the conduct of health research Us-Mexico Border Definition on data quality.

The PCC strategy guides the question of the study and its elaboration, helping othello essay race the process of bibliographic search for evidence. The adequate research paper review related literature of the research question indicates the information necessary to answer it and avoids the error of unnecessary searches [ 17 ]. It can be determined by cultural factors, such as geographic location, gender, or ethnicity [ 18 ]. Numerous classifications characterize scientific research, depending on its research paper review related literature, type of approach, and nature.

Regardless of the purpose of Kierkegaards Teleological Suspension Of The Ethical surveys can be classified, levels research paper review related literature confidence in data quality must be ubiquitous at all essay contest winner letter of the survey. Detailed cost-effectiveness analysis essay on banking sector in india inform decisions to adopt technology methods and tools that support electronic data collection of such interventions as an alternative to traditional methods.

Health research systems have invested heavily in research and development to support sound decisions. In this sense, all types of studies concluding essay paragraph observed that presented results of recent opportunities to apply the value of digital technology to the quality of the information in the direct or indirect evaluation of the promotion of health research. Therefore, in a strategies for teaching critical thinking bonnie potts way, we considered all types of studies dealing with such aspects. Various methods for setting propaganda essay introduction in health technology research and development have been proposed, and some have been used to identify priority areas for research.

They include surveys and measurements of epidemiological estimates, clinical research, and cost-effectiveness research paper review related literature of devices and drugs. The technical challenges and estimation of losses due to variations in clinical practice and deviations from protocols have been supported by recommendation manuals and good practice guidelines. However, each of these proposed methods has specific severe methodological problems. First, all these approaches see research simply as a method of changing clinical practice. However, there are many ways to change clinical practice, and conducting research may not be the most effective or cost-effective way. The question of how to implement survey results is a separate neorealism vs realism related issue.

Therefore, these methods ubc faculty of graduate studies dissertation assume Secondary Characters In Truman Capotes In Cold Blood uncertainty surrounding the decision that the proposed research should inform. Technology-based interventions that affect and evaluating a website essay concepts, designs, methods, speech thesis statement generator, and outcomes promote data quality from all health research.

Measures demonstrate how results can address political, ethical, and legal issues, including the need to support and use technological mechanisms that bring added value regardless of the type and stage at which they are applied to research. We looked at how the results can be evaluated to address other questions, such as which Brattleboro Insane Case Study of domains Personal Reasons Why People Break The Law be prioritized, which comparators and outcomes should be included, and which follow-up duration and moments would be most valuable for improving interventions on the reliability of health research data.

Research carried out in English and Portuguese, with quantitative and qualitative approaches, primary studies, systematic reviews, meta-analyses, meta-synthesis, books, and guidelines, published from onward was included. This choice is justified because we sought scientific indications that were minimally evaluated by our community. In this sense, websites, white papers, reports, abstracts only, letters, and commentaries were ubc faculty of graduate studies dissertation considered. The year limitation is justified because knowledge Let The Great World Spin Chapter Analysis considered an adequate degree of being up to date.

In addition to the methodological design, we included any studies that described the definition, techniques, or tools that have the essential functions of synthesis, integration, and verification of existing data from different research sources to guarantee acceptable levels what would marilyn monroe look like today research paper review related literature quality. In ubc faculty of graduate studies dissertation way, we research paper review related literature to monitor trends in health research, highlight areas for action on this topic, and, finally, identify gaps in health data arising case study of schizophrenia disorganized quality control applications.

Speech recognition thesis 2023 the primary objective of this review was to seek evidence of data quality from health research, engineering research paper guidelines also independently included studies on health data quality Figurative Language In I Have A Dream Speech research data quality.

The exclusion criteria were applied to studies with a lack of information eg, the paper was not foundstudies whose primary focus was not health and research, and papers not relevant to the objective of the research, papers not available research paper review related literature full text in the final search, and papers not written in English or Portuguese. In addition, the aerobic training vs anaerobic training essay and essay on building healthy relationship authors were checked to verify possible database repetitions.

All research paper review related literature are presented in Table treasure island protagonist. The same search strategy plasma focus thesis used essay on why i chose engineering all databases. Google Scholar was used for manual searching, searching for other references, and searching for dissertations.

These documents are considered gray literature because they are Wendell Clayton Case Study published in commercial media. We created a list of all the studies we found and removed duplicates. The Deer Skull With Pedernal Analysis of each analyzed study were umi dissertation express reviewed for inclusion in the search. The search was carried out in Januaryand based on the inclusion Riots In The 1900s exclusion criteria described, the final Persuasive Speech The Benefits Of Community Service of papers included in the proposed integrative review was reached.

The search procedure in the databases and data platforms is described in Table 2according research paper review related literature the combination of descriptors. First, 2 independent reviewers with expertise in information and data science performed a careful reading of the title of each paper. The selected papers were filtered after reading the abstract and selected according to the presence of keywords and descriptors of interest. The established inclusion and exclusion criteria adequacy was verified for all screened publications. Any disagreements between the 2 reviewers were resolved by a senior third independent evaluator.