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Description Statistical modelling comes with a range of mathematically convenient assumptions impairing our ability to accurately model the world around us. One of those assumptions is that observations are independent of each other (i.e. assuming exam results are independent when we have one good teacher and one bad teacher). This is often not the case in humanities research, where researchers need to commonly overcome a problem called autocorrelation. We will look at the commonly used linear regression models and how we can simply account for the non-independence of data: by using random effects; and how we can control for them in a more complex manner; by using Gaussian process models. Assignment: The effect of interdependence in statistical models Part 1: Regression models are common and useful tools for understanding the relative importance of different variables on a measurement of interest. However, a key assumption of these models is that observations are independent. In the humanities, this assumption is often violated, and observations are related to each other for any number of reasons. What is the consequence of ignoring the relationships between data points? At what point should we consider using more complex methods to account for the non-independence of data? Part 2: Come up with a sample research question that could be used to exemplify the effect of non-independence. Using knowledge from your own research, or other humanities domain, develop a scenario, describe the data, and the process that causes the non-independence. Describe the scenario. Part 3: Produce an analysis with and without your independence control of choice, for your scenario described in Part 2. To produce the analyses either create your own dataset or use a pre-existing dataset. Consider simulating a dataset for more detailed control of the analysis. Write one or two paragraphs describing the results when you do not control for non-independence, and when you do control for non-independence, and one paragraph contrasting the results and reflect on how the un-controlled analysis would change your conclusion. Consider using graphs to visualise the difference. The point of this assignment is to convey your understanding of autocorrelation, when you should account for it, and the implications of not accounting for it. Cite all resources used. Some useful readings are attached. You may use them as sources within the essay. Use Chicago method of referencing uising at least 6 sources

 After studying Module 3: Lecture Materials & Resources, discuss the following:    As decisions are made to address changes in reimbursement in your work place, how are these changes shared with the nursing staff? What suggestions do you have that could increase nurses’ awareness of health care financing issues?  our initial post should be at least 500 words, formatted and cited in current APA style with support from at least 3 academic sources 

 After studying Module 3: Lecture Materials & Resources, discuss the following:   As decisions are made to address changes in reimbursement in your work place, how are these changes shared with the nursing staff? What suggestions do you have that could increase nurses’ awareness of health care financing issues?  our initial post should be at least 500 words, formatted and cited in current APA style with support from at least 3 academic sources

 This Module’s Discussion asks you to consider how the Walden mission and vision as well as the College of Nursing's mission and vision apply to your professional and academic goals. You will also begin to identify individuals and teams who can help you along the way as you begin designing the “blueprint”—your Academic Success and Professional Development Plan—that will guide you toward your own vision for academic and professional success. Finally, you will explain the importance of networking and how it can help you achieve your professional and academic goals.    Review the Walden and College of Nursing mission and vision statements, Walden’s goals and University Outcomes, and the MSN Program Learning Outcomes presented in this Module's Learning Resources. Reflect on your professional and academic goals as they relate to your program/specialization. Consider how the information in these resources fit with your own goals and to your becoming a scholar-practitioner. Also consider academic and professional individuals and teams with whom you may collaborate in support of your efforts as a student at the university and as a professional within your organization and career. Consider the importance of networking and how it may help you achieve your professional and academic goals.

Practices in Other States Choose a state and review the scope of practice for the advanced practice nurse. How does it compare to Florida? Submission Instructions: Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academic sources.  

STEP 1 - Topic Post your topic for the PowerPoint Presentation here. Instructions: Post your CAM topic for the PowerPoint Presentation in both the Subject line and Body of this discussion. Each student has to work on a different topic. Below is a list of some possible topics. There is also the Additional Types of Manual Therapy list.  Look over the lists and think about other topics or techniques in CAM. Acupuncture Water Therapy Rolfing Herb Therapy Yoga STEP 2 - PPTs Instructions: Submit your 8 - 10 slide PowerPoint presentation summarizing the type of CAM you selected from STEP 1. When you prepare your PowerPoint, be sure that the viewer will know the following six (6) items: What the CAM practice actually is? Who are its practitioners? How it is typically used? Why people use this type of CAM? Its current status in the Medical world. What evidence is there that supports its use? If you use graphics in your presentation, please be sure that they are small in size and suitable for the PowerPoint format. Title your presentation with the subject of your presentation, and attach it in this Discussion Forum. Be sure to: Proofread your PowerPoint Presentation before submitting. You will not be able to edit once you submit. Type the title of your presentation in the subject line. Use standard English grammar and spelling in your responses.

  Describe the family structure of some East Indian Hindu families and the effect the family organization may have on health-seeking behavior. What are the contributing factors that lead to the high birth rate in Haiti and among Haitian immigrants?  List religious needs a Jewish client may have while being hospitalized with which nursing staff can assist.   Your initial post should be at least 500 words, formatted, and cited in current APA style with support from at least 2 academic sources. 

  Choose one cultural group reviewed within this course. Using Giger and Davidhizar's Transcultural Assessment Model, perform a comprehensive assessment of how your selected cultural group’s beliefs and practices might impact healthcare decision-making, treatment adherence, your communication, your interventions, and your education to align with the patient's cultural values and preferences.    The assignment should be formatted per current APA and 4-5 pages in length, excluding the title and references page. Incorporate a minimum of 5 current (published within the last five years) scholarly journal articles or primary legal sources (statutes, court opinions) within your work.

**PLEASE FOLLOW RUBRIC ATTACHED IN FILES!!** Healthcare organizations continually seek to optimize healthcare performance. For years, this approach was a three-pronged one known as the Triple Aim, with efforts focused on improved population health, enhanced patient experience, and lower healthcare costs. More recently, this approach has evolved to a Quadruple Aim by including a focus on improving the work life of healthcare providers. Each of these measures are impacted by decisions made at the organizational level, and organizations have increasingly turned to EBP to inform and justify these decisions. To Prepare: Read the articles by Sikka, Morath, & Leape (2015); Crabtree, Brennan, Davis, & Coyle (2016); and Kim et al. (2016) provided in the Resources. Reflect on how EBP might impact (or not impact) the Quadruple Aim in healthcare. Consider the impact that EBP may have on factors impacting these quadruple aim elements, such as preventable medical errors or healthcare delivery. To Complete: Write a brief analysis (no longer than 2 p) of the connection between EBP and the Quadruple Aim. Your analysis should address how EBP might (or might not) help reach the Quadruple Aim, including each of the four measures of: Patient experience Population health Costs Work life of healthcare providers REQUIRED READINGS: Melnyk, B. M., & Fineout-Overholt, E. (2023). Evidence-based practice in nursing & healthcare: A guide to best practice (5th ed.). Wolters Kluwer. Chapter 1, “Making the Case for Evidence-Based Practice and Cultivating a Spirit of Inquiry” (pp. 7–36 Boller, J. (2017). Nurse educators: Leading health care to the quadruple aim sweet spot.Links to an external site. Journal of Nursing Education, 56(12), 707–708. doi:10.3928/01484834-20171120-01 Crabtree, E., Brennan, E., Davis, A., & Coyle, A. (2016). Improving patient care through nursing engagement in evidence-based practiceLinks to an external site.. Worldviews on Evidence-Based Nursing, 13(2), 172–175. doi:10.1111/wvn.12126 Kim, S. C., Stichler, J. F., Ecoff, L., Brown, C. E., Gallo, A.-M., & Davidson, J. E. (2016). Predictors of evidence-based practice implementation, job satisfaction, and group cohesion among regional fellowship program participantsLinks to an external site.. Worldviews on Evidence-Based Nursing, 13(5), 340–348. doi:10.1111/wvn.12171 Melnyk, B.M., Fineout-Overhold, E., Stillwell, S.B., & Williamson, K.M. (2010). Evidence-based practice step-by-step: The seven steps of evidence-based practiceLinks to an external site.. American Journal of Nursing, 110(1), 51-53. Melnyk, B. M., Gallagher-Ford, L., Long, L. E., & Fineout-Overholt, E. (2014). The establishment of evidence-based practice competencies for practicing registered nurses and advanced practice nurses in real-world clinical settings: Proficiencies to improve healthcare quality, reliability, patient outcomes, and costsLinks to an external site.. Worldviews on Evidence-Based Nursing, 11(1), 5–15. doi:10.1111/wvn.12021 Sikka, R., Morath, J. M., & Leape, L. (2015). The Quadruple Aim: Care, health, cost and meaning in workLinks to an external site.. BMJ Quality & Safety, 24, 608–610. doi:10.1136/bmjqs-2015-004160 Walden University Library. (n.d.-a).Databases A-Z: NursingLinks to an external site.. Retrieved September 6, 2019, from https://academicguides.waldenu.edu/az.php?s=19981

Choose current articles related to Health Informatics. Your chosen article must be from a reputable source (journal article, newspaper, etc.) that has a date of publication. Your article  do not need to be  approved by the instructor, however, if you are not sure if the article you chose is acceptable notify the instructor via course email before the assignment is due.  The article’s publication date should be from September of 2017 to the current date (this is supposed to be a current event). Do not use Blogs and or Wikipedia.  You are expected to read and report on your article in a one-two (1-2) pages (Excluding title and reference pages) typed assignment on a word document. The following should be included in your assignment: Assignment Layout Introduction: Explain why you chose your article. Report content: Explain how your article relates to Health Informatics and or any chapters within the course required textbook. If you choose a topic that is not discussed in this course then you will need to do some extra reading and research. Summary: Include your closing thoughts about the article (e.g. How does this affect you as a future health administrator and/or your future patients/clients?)=(future CRNA) TWO references are required. Use the course textbook and or any credible resource, etc. as an additional reference for the background information in your summary. Cite your sources whenever paraphrasing or directly quoting someone else’s work. You should cite your article and at least one other source that you used for background information (in AMA format). Provide a separate References page of the sources used for your current event summary (AMA format). The assignment should be One-Two (1-2) pages in length (excluding title and reference pages). This means that your article should have a sufficient amount of Health Informatics content in order to complete the assignment. The assignment must be written in complete sentences. Proper grammar, mechanics, spelling, and punctuation must be used throughout the summary. The assignment should be typed out on a word document in AMA format. Each paragraph should consist 4-6 complete sentences.  12 font size should be used, font names that should be used are Times New Roman, normal margins (no more than 1 inch), double spaced, indentation, etc. Please include title page that consist of your name (First and Last), and title of the article (AMA format). A link to your article should be submitted as a reference in proper AMA format with your assignment on the day that it is due.