DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted

Grand Canyon University DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted-Step-By-Step Guide

This guide will demonstrate how to complete the Grand Canyon University DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted assignment based on general principles of academic writing. Here, we will show you the A, B, Cs of completing an academic paper, irrespective of the instructions. After guiding you through what to do, the guide will leave one or two sample essays at the end to highlight the various sections discussed below.

How to Research and Prepare for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted                           

Whether one passes or fails an academic assignment such as the Grand Canyon University DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted depends on the preparation done beforehand. The first thing to do once you receive an assignment is to quickly skim through the requirements. Once that is done, start going through the instructions one by one to clearly understand what the instructor wants. The most important thing here is to understand the required format—whether it is APA, MLA, Chicago, etc.

After understanding the requirements of the paper, the next phase is to gather relevant materials. The first place to start the research process is the weekly resources. Go through the resources provided in the instructions to determine which ones fit the assignment. After reviewing the provided resources, use the university library to search for additional resources. After gathering sufficient and necessary resources, you are now ready to start drafting your paper.

How to Write the Introduction for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted                         

The introduction for the Grand Canyon University DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted is where you tell the instructor what your paper will encompass. In three to four statements, highlight the important points that will form the basis of your paper. Here, you can include statistics to show the importance of the topic you will be discussing. At the end of the introduction, write a clear purpose statement outlining what exactly will be contained in the paper. This statement will start with “The purpose of this paper…” and then proceed to outline the various sections of the instructions.

How to Write the Body for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted                         

After the introduction, move into the main part of the DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted assignment, which is the body. Given that the paper you will be writing is not experimental, the way you organize the headings and subheadings of your paper is critically important. In some cases, you might have to use more subheadings to properly organize the assignment. The organization will depend on the rubric provided. Carefully examine the rubric, as it will contain all the detailed requirements of the assignment. Sometimes, the rubric will have information that the normal instructions lack.

Another important factor to consider at this point is how to do citations. In-text citations are fundamental as they support the arguments and points you make in the paper. At this point, the resources gathered at the beginning will come in handy. Integrating the ideas of the authors with your own will ensure that you produce a comprehensive paper. Also, follow the given citation format. In most cases, APA 7 is the preferred format for nursing assignments.

How to Write the Conclusion for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted                         

After completing the main sections, write the conclusion of your paper. The conclusion is a summary of the main points you made in your paper. However, you need to rewrite the points and not simply copy and paste them. By restating the points from each subheading, you will provide a nuanced overview of the assignment to the reader.

How to Format the References List for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted                           

The very last part of your paper involves listing the sources used in your paper. These sources should be listed in alphabetical order and double-spaced. Additionally, use a hanging indent for each source that appears in this list. Lastly, only the sources cited within the body of the paper should appear here.

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Sample Answer for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted

Re: Topic 5 DQ 2

Having elements of a discharge record being uploaded into a database provides useful information. Providers being able to review discharge plans, medications and history of a patient can guide clinical decisions for the best outcomes possible. Specific items such as discharge instructions, medications or prescriptions, and diagnosis could be available to every medical provider via a communal database. “Health Current is the health information exchange (HIE) that helps partners transform care by bringing together communities and information across Arizona. The HIE, provides secure access to patient health information as well as the secure exchange of patient health information between the HIE and its participating organizations and providers. More complete information is more meaningful and leads to better care and better outcomes. It makes healthcare transformation possible” (HIE, 2022).

Healthcurrent. HIE. 2022. https://healthcurrent.org/hie/

Sample Answer 2 for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted

The clinical problem from the previous discussion was chronic heart failure and the clinical question is if they will continue to use standardized medication treatments that may not be working with the complexity of chronic heart failure (Bai, Yao, Jiang, Bian, Zhou, Sun, Hu, Sun, Xie, & He, 2022). The Individual components to this question would be located in the electronic health records (EHR) of the patient within the database of the healthcare system. The individual components would be the patient demographics which includes the name of the patient, account number, sex, date of birth, race, religion, address, and insurance information, admission history and physical, the medication list, the laboratory results, the nursing records and the physician records. EHRs are designed to hold many types and ranges of patient data such as listed above and it has an endless capability for being customized to the particular needs of the patient and the HCP as well as the organization (Alexander, Hoy, & Frith, 2019).

References:

Alexander, S., Hoy, H., & Frith, K. (2019). Applied clinical informatics for nurses (2nd ed.). Jones & Bartlett Learning.

Bai, Y., Yao, H., Jiang, X., Bian, S., Zhou, J., Sun, X., Hu, G., Sun, L., Xie, G., & He, K. (2022). Construction of a non-mutually exclusive decision tree for medication recommendation of chronic heart failure. Frontiers in Pharmacology, 12. https://doi.org/10.3389/fphar.2021.758573

Sample Answer 3 for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted

The clinical question proposed was, what interventions are impactful in improving decreasing nursing turnover among nurses? To do this you look at the nursing turnover rate and comparing it to leapfrog rating, CMS Stars, Magnet status, mandated patient ratios, workplace violence incidents, employee injuries, and union hospitals. This would allow for correlations of what makes facilities more appealing to nurses. This data could also be regionalized, because what is more important to nurses in California may be very different for those in Mississippi. They allows for targeted recruiting and retaining techniques. Some of these have already been studied on a smaller scale. For example, one study determined a correlation with workplace violence and turnover in two large teaching hospitals (Yeh et al., 2020). Another example is Magnet units have lower turnover than units a non-Magnet facilities (Park et al., 2016). What we don’t know is how widespread this is and if it varies across regions. This will add to that ability. Also, how has this changed post pandemic. Have the priories on what is keeping nursing from turning over the same? All are things that can be answered by this database.

Reference

Park, S. H., Gass, S., & Boyle, D. K. (2016). Comparison of Reasons for Nurse Turnover in Magnet ® and Non-Magnet Hospitals. The Journal of Nursing Administration, 46(5), 284–290.

Yeh, T.-F., Chang, Y.-C., Feng, W.-H., Sclerosis, M., & Yang, C.-C. (2020). Effect of Workplace Violence on Turnover Intention: The Mediating Roles of Job Control, Psychological Demands, and Social Support. Inquiry : A Journal of Medical Care Organization, Provision and Financing, 57, 46958020969313. https://doi-org.lopes.idm.oclc.org/10.1177/0046958020969313

Sample Answer 4 for DNP 805 Using the clinical question you identified in the previous discussion question, determine the individual components to that question and pinpoint the location in the hypothetical database where the information you require will be extracted

A heart disease prediction model, which implements data mining technique, can help the medical practitioners in detecting the heart disease status based on the patient’s clinical data. Data mining classification techniques for good decision making in the field of health care addressed are namely Decision trees, Naive Bayes, Neural Networks and Support Vector Machines. Combining any of these algorithms helps to make decisions quicker and more precise (Sayad AT, Halkarnikar PP. 2014).

A major challenge faced by health care organizations, such as hospitals and medical centers, is the provision of quality services at affordable costs. The quality service implies diagnosing patients properly and administering effective treatments. The available heart disease database consists of both numerical and categorical data. Before further processing, cleaning, and filtering are applied on these records in order to filter the irrelevant data from the database. The proposed system can determine an exact hidden knowledge, patterns and relationships associated with heart disease from a historical heart disease database. It can also answer the complex queries for diagnosing heart disease; therefore, it can be helpful to health care practitioners to make intelligent clinical decisions (Go AS, Mozaffarian D, Roger VL, et al, 2014).

Information extraction refers to the task of automatically extracting structured information from unstructured documents. Sub-tasks like named entity, relationship, and terminology extraction are extremely useful to characterize the content of large text corpora and give data analysts a sense of what information might be present in such corpora (Roger VL, Weston SA, Redfield MM, et al, 2014).

Structured Data: Structured data is information that can be stored and displayed in a consistent, organized manner. This type of data can be validated against expected or biologically plausible ranges and easily analyzed over time. Examples of health data that would fall into this category include numerical values like height, weight, and blood pressure, as well as categorical values like blood type or ordinal values like the stages of a disease diagnosis.

Clinical diagnosis:  Cardiac disorder

Clinical Measures:  Pulse, Systolic blood pressure

Labs:  Electrocardiogram, Cardiac computerized tomography, Cholesterol, Serum glucose and Troponin level

Medication reconciliation:  Beta Blockers, Loop diuretics

Prescription order: Furosemide, digoxin

Imaging order: Echo orders

Hospitalization

Unstructured data: Unstructured data, on the other hand, lacks the organization and precision of structured data. Examples in this category include physician notes, x-ray images and even faxed copies of structured data. In most cases, unstructured data must be manually analyzed and interpreted.

References

Go AS, Mozaffarian D, Roger VL, et al. heart disease  and stroke statistics–2014 update: a report from the American Heart Association. Circulation. 2014 Jan 21;129(3):e28–e292.

Roger VL, Weston SA, Redfield MM, et al. Trends in heart failure incidence and survival in a community-based population. JAMA. 2014 Jul 21;292(3):344–50.

Sayad AT, Halkarnikar PP. (2014). Diagnosis of heart disease using neural network approach. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5863635/ Int J Adv Sci Eng Technol. 2014; 2:88–92.