Clinical Informatics: Big Data Analysis
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Big Data Analytics in Healthcare
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MapReduce is a new parallel processing framework and Hadoop is its open-source implementation on a single computing node or on clusters. Compared with existing parallel processing paradigms e. Data are stored in the HDFS and made available to the slave nodes for computation. In this paper, we review the existing applications of the MapReduce programming framework and its implementation platform Hadoop in clinical big data and related medical health informatics fields. The usage of MapReduce and Hadoop on a distributed system represents a significant advance in clinical big data processing and utilization, and opens up new opportunities in the emerging era of big data analytics.
The objective of this paper is to summarize the state-of-the-art efforts in clinical big data analytics and highlight what might be needed to enhance the outcomes of clinical big data analytics tools. In the 's technology is well advanced and clinical applications available to healthcare providers to make real-time clinical decisions. What is driving. There is large investments being made in new technology to reduce production times and improve quality so that patients receive the best quality products in the swiftest manner.
Patient care is at the heart of Janssen as clinical trials are on site to always try to gain more information on the potential products to improve. This model was devised in the mid-nineteenth century and was used widely by physicians until the biopsychosocial model came into existence. There is no doubt that the biopsychosocial model is by far superior to the biomedical model, as it takes the patients needs into account. The biopsychosocial model is an extremely useful tool to physicians but it can also be argued that since its birth doctors have a more difficult job. Especially when it comes to giving medication, details matter.
Doctors and patients rely on nurses to be focused and careful. The best registered nurses are meticulous, paying attention to the smallest details because they know just how important they are. Communication is, in my opinion, one of the most important aspects of nursing. Grounds breaking scientific advances require complex and rigorous testing and investigation in laboratories and clinics. It is through research that we get all the possible answers about the safety and effectiveness of a new drug or a new therapy. Clinical trials are a branch from the research that helps answering the question about safety and benefits of a new intervention. Clinical trials should have more support from the government and the society since its main focus is to improve human health and his well-being leading eventually to the progress of the medical field and the economy of the country.
When it comes to researches involving human subjects, grisly thoughts comes to mind remembering the unethical handling of human subjects participating. This science is very complicated, as the human body is very complex, as it starts out as a single cell which is fertilized egg which divides endlessly forming millions of cells which then specialized for particular functions. Physicians should have this knowledge as the object of medical science is to study diseases and should be trained on how to use them in the clinical practice and in diagnosing and treatment of diseases of patients. For example, if the physician is outgoing with good communication skills, so he can create an effective relationship with his patients. As a result of this, he will know them as a person, not as a doctor and he can give them the desire to live.
But if he does not have the knowledge, so he cannot help his patients in getting rid of their pains by diagnosing of diseases, he can only communicate well with them. There is no use denying the fact that under modern conditions the issue of nursing obtains especial significance. One could hardly imagine medical sphere deprived of qualified help and services which nurses provide for patients and doctors.
Being a very ancient science, nursing has constantly being developing obtaining new features and becoming more and more efficient Austgard, Nowadays, there is a significant scientific base which main aim is to support the main concepts of nursing and make specialists who devote their life to this sphere more efficient. This traditional relationship has different role and responsibilities and each are directly linked to hospital administration and patient. Any disturbance by them can elevate the level of stress in doctors and nurse. Since nurse are responsible to report directly to the doctor so in this way both doctor and nurse are equally involved in solving problems.
Therefore, this research study will contribute effectively in the literature related to the stress level. The term Evidenced-based practice EBP is one of the most talked about concepts in healthcare. Nursing scholars, worldwide, have sought to provide healthcare workers with the evidence from research to be transform this into clinical care. To ease this transference of data into practice, scholars have developed EBP models. These models direct the researcher with the process from hypothesis to implementation of the data.
The perplexity of EBP is that the data can come from research, clinical experience, patients, or local context and environment Rycroft-Malone, et al. The research problem is easy to locate and is clearly stated in the title of the research. This problem is very important in healthcare due to urinary incontinence being identified as a pivotal reason for admission to a skilled nursing facility. The knowledge and attitudes of healthcare workers are very important for better patient outcomes and care.
There were two main questions for this research which are 1 what are the differences in urinary incontinence and knowledge between RNs, LPNs, and CNAs; and 2 are there any changes in attitude and knowledge about urinary incontinence among nursing staff after educational in services and the placement and utilization of a bladder ultrasound scanner in a skilled nursing facility? Initial Response 1. Provide an example of a team approach used for quality and safety within your organization and discuss why you believe the team was or was not successful in achieving its goals. Use theoretical perspectives about team formation, membership, and tools to substantiate your response.
