MULTIPLE LINEAR REGRESSION

MULTIPLE LINEAR REGRESSION

multiple linear regression
To prepare:

Review the information in your assigned chapter.
As a group, develop a 1-page study sheet that includes the following:
The key concepts of the chapter: Focus on the basic concepts that are important for nurses to understand as they review research studies.
A description of the statistical methods covered in the chapter, what they measure, and under what circumstances they are used. Identify examples of how the statistical methods have been used in research studies.
An explanation of the key statistical tests and how they measure significance (if applicable).

Note: This should be a collaborative effort, with each member of the group making contributions to the design and content of the study sheet. Use the Groups link on the left navigation bar to collaborate with your group. When you have developed your 1-page study sheet, select one member to post it to the Week 9 Discussion Forum so that the rest of your colleagues can access it.

Post on or before Day 5 your group’s study sheet. Discuss why it is important for nurses to understand the basics of these statistical methods.
The book: Nursing Research by Denise Polit and Cheryl Beck ninth edition


 

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Analyze the situation from the perspective of the individual's social, cultural, and spiritual influences and his or her ethics. Refrain from inserting your own judgments and opinions.

In this assignment, you apply and integrate the concepts of attribution, attitude, behavior, and cognitive dissonance.
Identify a situation in which an individual was persuaded into a decision to engage in behavior that violated social values, beliefs, attitudes, ethics, and/or morals, such as misrepresenting a product, underreporting income on taxes, falsifying services on a billing document, taking supplies from work, or engaging in vandalism.
Write a 700-word paper in which you analyze your identified situation. Address the following items:

  • Analyze the situation from the perspective of the individual’s social, cultural, and spiritual influences and his or her ethics. Refrain from inserting your own judgments and opinions.
  • Describe the reciprocal relationship between behavior and attitudes.
  • Cite at least 3 references.

Format your paper according to APA guidelines.

 
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Discuss how the state organization can impact the chosen state legislative level bill

Discuss how the state organization can impact the chosen state legislative level bill

Under the umbrella of the American Nurses Association (ANA), there are state nurse constituent organizations such as the Florida Nurses Association (FNA).

Describe the relationship between the national and state organizations
Discuss how the state organization can impact the chosen state legislative level bill


 

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Imagine that a licensed psychologist in your state publicly endorsed a product with no empirical evidence supporting its claims

Consider the following: Many products, diets, and services are marketed to parents as beneficial to infant or toddler development. In order to increase sales to parents and caretakers, some companies use marketing strategies that make exaggerated, unfounded, or unrealistic claims about the effects of their product(s) on child development.
Select one claim that you suspect to be exaggerated or false (your research may in fact show the claim has validity). Describe in detail what the advertised product, diet, or service is supposed to do. Some examples include:
• Educational videos related to language development
• Effects of classical music on cognitive development
• Benefits of soy diet or organic food diet on physical and cognitive development
• Service promising to teach your 18-month-old how to read
• Any other claim made by a manufacturer or service provider, aimed at enhancing infant or toddler development
Write a 1,050- to 1,400-word paper addressing the following:
• What area or areas of development does the product, diet, or service claim to enhance?
• Use the University Library to investigate the claim. What does the published literature say about the issue you are investigating? What does the research reveal about how to promote healthy development in this area? What does this reveal about the necessity and actual benefits of the product, diet, or service?
• Is there any evidence to support the claim? Why or why not?
• Imagine that a licensed psychologist in your state publicly endorsed a product with no empirical evidence supporting its claims.  It was later discovered that the psychologist was receiving a percentage of money from the sale of the product to parents.  Is this a violation of the APA Code of Ethics?  Explain.
Be sure to cite the appropriate section or sections of the Code in your response. Investigate the claim using your textbook and a minimum of four additional scholarly sources (such as peer reviewed journal articles). Format your paper consistent with APA guidelines. Note: You may not find a peer-reviewed journal article on a specific product, diet, or service. However, you will most likely be able to find peer-reviewed journal articles on the general issue that you are investigating. For example, if you are investigating educational videos that claim that cognitive skills in infancy are enhanced by using a particular approach or method, you can then review and evaluate studies that focus on enhancing cognitive skills in infancy. Review the evidence for and against the use of specific techniques and summarize your findings. Click the Assignment Files tab to submit your assignment.

 
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Possible political strategies that may be employed to push the proposed bill through the varying stages of the legislative process and keep it from being stalled or killed.

Write a 550-word paper summarizing the path a bill takes to become a law. Utilize your selected health policy issue as the hypothetical bill when delineating the legislative process. Health policy is

Write a 550-word paper summarizing the path a bill takes to become a law. Utilize your selected health policy issue as the hypothetical bill when delineating the legislative process.

Health policy issue: Prescription drug abuse

Include the following in your paper:

Possible political strategies that may be employed to push the proposed bill through the varying stages of the legislative process and keep it from being stalled or killed.

Why are these strategies the most appropriate?

How will these strategies influence your particular bill?

Using a conceptual model for policy making from p. 64 in Ch. 7 of Policy & Politics, explain why the bill should be placed on the formal agenda for the legislature.

What potential barriers currently exist that could block the bill from being passed?

How will you keep these barriers from derailing your bills process?

Cite and reference using APA guidelines.

 
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Examine the influence of the Joint Commission on the development of job descriptions and performance management programs.

ssignment 2: Human Resources Policies and Procedures
Due Week 7
Continuing with the scenario from Assignment 1, imagine that you have been hired as the Manager of Human Resources for the acute care hospital. Your first task is to create a set of policies and procedures to ensure that the organization’s HRM processes are aligned with the organization’s goals and objectives. You are also responsible for completing a hiring plan, training plan, compensation and benefits plan, and a performance appraisal.
Write a six to eight (6-8) page paper in which you:
1. 1.     Examine a significant way that the Joint Commission has influenced the basic functions of HRM and predict the likely impact of the policies and procedures at the your acute hospital. Provide support for your rationale.
2. 2.    Analyze the importance of collaboration between HR and department managers when filling open positions, indicating the most likely impact on the hiring process.
3. 3.    Create a detailed outline of a training program for managers. The outline should include, at a minimum, interviewing techniques that both help managers identify the best candidate for the job and meet the requirements of appropriate employment laws and regulations.
4. 4.    Determine the most significant factor that should be considered in order to develop a compensation and benefit plan that is fair, competitive, and aligned with the organization’s strategic objectives, indicating the direct impact of each factor on the elements.
5. 5.    Recommend a performance appraisal method that you believe would be the most effective for the organization and support the reasons for your decision. Provide support for your recommendation.
6. 6.    Create a strategy to effectively manage both performance- and behavioral-based employee problems, which will lead to the desired behavior result.
7. 7.    Use at least three (3) quality academic resources in this assignment. Note: Wikipedia and other Websites do not qualify as academic resources.
Your assignment must follow these formatting requirements:
• Be typed, double spaced, using Times New Roman font (size 12), with one-inch margins on all sides; citations and references must follow APA or school-specific format. Check with your professor for any additional instructions.
• Include a cover page containing the title of the assignment, the student’s name, the professor’s name, the course title, and the date. The cover page and the reference page are not included in the required assignment page length.
The specific course learning outcomes associated with this assignment are:
• Develop the key components of an employment agreement.
• Examine the influence of the Joint Commission on the development of job descriptions and performance management programs.
• Develop an effective interview and selection process that meets the requirements of employment laws and regulations.
• Propose ways that job performance and training can be integrated.
• Analyze the objectives and methods of an effective performance appraisal process.
• Use technology and information resources to research issues in health services human resource management.
• Analyze the challenges that confront health care employers in providing competitive compensation and benefit programs.
• Write clearly and concisely about health services human resource management using proper writing mechanics.

 
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The health information systems adoption is one of the most effective methods used to alleviate the widening health care demand and supply gap.

Final Report Assignment – HCI499 INTRODUCTION The health information systems adoption is one of the most effective methods used to
alleviate the widening health care demand and supply gap. The purpose of this report
assignment is to identify and evaluate the current health care delivery system in your
training hospital. This evaluation should lead you to propose a healthcare system or
application and explain why this health system or application should be implemented
in your selected hospital.
Your Description of the Proposed System or (Health Application) should include:
1. The organization overview
2. Proposed System or Application, Its Features and Benefits
3. Its Challenges and Successful Factors
4. Tangible Values in Terms of Money
5. Tangible Values in Terms of Clinical Improvement
6. Patient Values
Submission:
You should submit as a .pdf document to the blackboard on the deadline. late submissions will not be accepted after the deadline.
Instructions:
• This report should indicate that you’ve fulfilled the internship objectives
• Plagiarism is strictly not accepted in any form
• Overall Word limit = 300 to 600 words
• Well Referenced
• Font size = 12
• Font style = Times New Roman
• Double- Space

 
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Human Survivorship 

BI 101 Online Lab Procedures

Lab 2: Survivorship, Distribution, and Population Growth

Learning Objectives:

By the end of this lab you will be able to: ● Create a survivorship curve. ● Describe how parental care affects offspring survivorship. ● Determine the index of dispersion for a population. ● Use population growth equations to predict the size of a population.

Additional resources needed:

The following resources are located in the Week 2 “Research and Report” section of the Moodle course. ● Lab 2 Report​: You will record your data and answer analysis questions in this report. Once

complete, you will submit this report through the submission page on the course website. ● Lab 2 Spreadsheet​: This document has tables and graphs that you will generate as you go

through the activities outlined in this document. It is not to be turned in, but you will need it to create graphs and analyze your data.

It is highly recommended that you print this document to facilitate ease of access while

completing the activities.

Before you begin this lab, obtain the following items from your lab kit:

● Feathers

You will need to provide:

● 25 local obituaries from 2018

Introduction to Survivorship

Within a population, some individuals die very young while others live into old age. Until quite recently, the pattern of mortality for humans has been influenced primarily by disease. When the number of survivors of a population is plotted against time or life span the graph is termed a ​survivorship curve​. Three patterns of survivorship are recognized. These three can be displayed by survivorship curves, graphs that indicate the pattern of mortality in a population. While survivorship curves for humans are relatively easy to generate, information about other species is more difficult to determine. It can be quite a trick to simply determine the age of an individual plant or animal, not to mention watching an entire population over a period of years. However, the principle of determining survivorship can be demonstrated by using population data and non-living objects. In this exercise you will produce survivorship curves using data from obituaries and feathers.

Part 1: Human Survivorship

Obtain obituaries from your local newspaper or website source. You will need 25 for this exercise. 1. Complete ​Table 1 found in your Lab Report by recording the year born, the year died, and age at

death for 5 individuals found in your obituaries. Place a “1” in each cell if the individual lived to that

Survivorship, Distribution, and Population Growth – 1

BI 101 Online Lab Procedures

age interval (AI). For example, if the age at death was 43, then the first 5 age interval columns would be marked with 1’s. If the individual did not survive into a particular interval, enter a “0” in the corresponding box. When all rows are complete, add together all of the numbers for each column and record the total in the last row of the table. These totals represent the number of individuals that survived into that interval. You should have a total of 5 for the first AI. As your population gets older, you should see this number decrease.

2. Using the lab spreadsheet, create a survivorship curve for your sample size of 5 in the spreadsheet. Open the lab spreadsheet. Click on the first tab at the bottom of the spreadsheet titled “Human Survivorship 5”. Enter your totals from the last row ​Table 1 into the yellow highlighted column in the spreadsheet. A graph will be automatically generated. Add an image of your graph into your lab report. The easiest way (that I know of) for PC users to do this is ​use the Snipping Tool . Mac users can ​take a screenshot of part of your screen . Save as an image and insert it into your lab report.

3. Now use the spreadsheet to create another survivorship curve, but this time using a sample size of 25. Click on the second tab titled “Human Survivorship 25”. Notice that the type of data being plotted has changed. When reporting data in populations that are large, it is easier to analyze the data as a percent of the population instead of actual headcounts, as you did in the first graph. In the yellow highlighted column, enter the year born for 25 individuals you found in your collected obituaries. (It’s ok to use the 5 you already used in your first data set).

4. Answer the questions in the lab report, using the two graphs you just generated.

5. Click on the tab in the spreadsheet titled “Human Survivorship Historical”, observe the survivorship curves of human populations during different points in history, and discuss your observations in your lab report. Please note, the green line that represents deaths after 1940 is created from your data set of 25 individuals, so you must complete that graph to answer the question in the lab report.

6. Using your graph with 25 data points, interpret the data by answering the questions in the lab report. Make note of the differences in how the data is reported when answering the questions! Remember, your population of 5 is reported as ​total number of people still alive, while the population of 25 is reported as ​percent of the population​ that is still alive.

Part 2: Feather Survivorship

You learned that the three different types of survivorship curves indicate certain characteristics of that species, including level of parental care. In this activity, you will test this using feathers as your test “species”. You will measure the “time to death” after tossing each feather into the air. “Time to death” is recorded as time that passes from the moment the feather leaves your hand to the moment the feather touches the ground or other surface. You might find it helpful to enlist the help of a volunteer to assist you in monitoring time until death. Population 1​ – ​Control Set​: Do not give any assistance to the feather to keep it “alive”, just let it be. Record the time it takes to land.

Survivorship, Distribution, and Population Growth – 2

http://windows.microsoft.com/en-us/windows/use-snipping-tool-capture-screen-shots#1TC=windows-8
http://windows.microsoft.com/en-us/windows/use-snipping-tool-capture-screen-shots#1TC=windows-8
https://support.apple.com/en-us/HT201361
https://support.apple.com/en-us/HT201361

BI 101 Online Lab Procedures

Population 2​ – ​Parental Care​: Once the feather leaves your hand, you will give your “offspring” assistance to keep alive. You can wave a paper or your hands under it, blow it upward to keep it going, or fan it somehow in an effort to keep the feather in the air and prevent it from hitting the ground (“dying”).

Instructions:

1. Toss a feather in the air or drop it from an elevated height. Time starts when it leaves your hand. 2. Observe and time how long the feather takes to land (in seconds). Assume the maximum lifespan is

30 seconds. If it takes longer than 30 seconds for the feather to drop, enter 30 into your chart. 3. Record your data in ​Table 2​ of your lab report. Repeat steps until you have 20 data points. 4. Transfer your data to the ​Feather Survivorship​ tab in the Spreadsheet. 5. Save your graph, similar to how you saved the survivorship curves, and insert it into the report. 6. Answer the analysis questions in your lab report.

Part 3: Distribution Patterns

Ecologists use the term “dispersion” to describe the distribution pattern of individuals in their habitat. This pattern may vary from a ​random​, ​uniform​, or ​clumped distribution. Dispersion can be an important factor in evaluating the impact a population can have on its habitat or how exploiting a habitat can impact a native population. For example, the action of an equal number of clumped individuals will be different than if the same number had been uniformly distributed.

Instructions:

The last page of this lab represents a 100 square meter (m​2​) intertidal area that is the habitat for a variety of marine plants and animals, among them algae and sea urchins. Print out the last page and use it to determine the pattern of dispersion by following the instructions below: 1. Using a penny, flip the coin onto the page. Where the coin lands, count the total number of algae that

are touching any part of the coin. Record this number in ​Table 3 in your lab report. Repeat this process 20 times.

2. Use ​Table 4​ to summarize your data. a. Column 1: Target Species per Plot (X)

This column represents the number of individuals that were touching the coin with each flip.

b. Column 2: Number of Plots (E) Look at your data in Table 3. How many times did you flip the coin and not land on any algae? This is the number that is recorded in the first row. How many times did your coin land on 1 algae? Record this number in row 2. For example, if your coin touched 3 algae four coins flips out of 20, then you enter “4” into the row where X=3. Repeat this until all pertinent rows are complete.

c. Column 3: Number of Algae Counted This column represents the total number of individuals that were touched with each flip (Column 1 multiplied by column 2). For example: If (X) = 3, and (E) = 6, then 6 of your 20 coin flips resulted in touching 3 algae, and you counted 18 individuals. (6 flips x 3 algae = 18 algae counted).

Survivorship, Distribution, and Population Growth – 3

BI 101 Online Lab Procedures

d. Totals The last row of the table is the sum of each column of data. (n) = Total number of coin flips (N) = Total number of algae counted

3. In the spreadsheet, click on the “Index of Dispersion” tab. Enter your data from column 2 of ​Table 4

into the cells highlighted in yellow. Make sure your own calculations correspond with those generated in the spreadsheet. You should see an index (I​d​) value automatically in cell C24, calculated after you enter your (E) values. Record this index in the last row of ​Table 4​.

Use the following information to determine the distribution pattern of the algae. You will discuss the value in part 4 of the lab report. (Note: Your calculated I​d will probably not be exact, but should be much closer to one of the following values than the others.)

If ​I​d​ = 1​, then distribution pattern is random. If ​I​d​ = n​, then distribution pattern is clumped. If ​I​d​ = 0​, then distribution pattern is uniform.

Part 4: Population Growth

The last page of this lab (the same that you used in Part 3) represents a 100 square meter (m​2​) intertidal area that is the habitat for a variety of marine plants and animals, among them algae and sea urchins. The date at time of count is December 31​st​, 2015 (end of year)..

Instructions:

Using the printout on the last page, count the number of algae and sea urchins present in your tide pool on December 31st, 2015. Record these numbers in ​Table 5​ of the lab report.

Density and Distribution of Algae

1. Calculate the density of the algae. Recall that species density refers to the amount of space an individual takes up in a habitat. Your answer should be expressed as # of algae per square meter (Units must be included!). Not sure how to calculate density? The lecture materials has examples!

2. Identify the index of dispersion you calculated in part 3 in your lab report.

3. Discuss what this index tells us about the lifestyle of algae

Sea Urchin Population

1. On January 1st, 2015, the sea urchin population consisted of the adult urchins and those that died throughout the year. (Remember, the young urchins were born after January 1st!) Determine the population size at the ​BEGINNING of 2015​ and record in your lab report.

2. On December 31st, 2015, the urchin population consisted of all the adult sea urchins plus those that were born during the year. (Remember, the dead urchins can’t be counted as part of the population at the end of the year since they are dead!) Determine the population size at the ​END of 2015 and record in your lab report.

Survivorship, Distribution, and Population Growth – 4

BI 101 Online Lab Procedures

3. Using the population size you determined for the ​beginning of the year, determine the birth rate (b) for the sea urchin population in 2015. Record this in your lab report.

4. Again using the population size you determined for the beginning of the year, determine the death rate (d) for the sea urchin population in 2015. Record this in your lab report.

5. Calculate the growth rate (r) for the sea urchin population.

6. Using your calculations, predict the growth of the sea urchin over the course of 5 years. Remember: G = (r) x (population size). G represents the number of individuals added to the population within a given time frame. Refer to the lecture slides and study guide to see examples of how to determine population size over the course of several years. ​Start your calculations using the original population size you calculated at the beginning of the year in 2015​.

7. Record the population size for 5 years of growth in the last section of the lab report and discuss your results.

Survivorship, Distribution, and Population Growth – 5

BI 101 Online Lab Procedures

Survivorship, Distribution, and Population Growth – 6

 
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INTEGRATES HOW YOUR ABILITY TO HANDLE CONFLICT CAN EITHER ENHANCE OR HINDER EFFECTIVE LEADERSHIP IN THE HEALTH CARE ENVIRONMENT.

INTEGRATES HOW YOUR ABILITY TO HANDLE CONFLICT CAN EITHER ENHANCE OR HINDER EFFECTIVE LEADERSHIP IN THE HEALTH CARE ENVIRONMENT.

Conflict Handling Style

This assignment will help you understand conflict at the individual, team and organizational levels.

 

Using the South University Online Library or the Internet, research and identify additional information on handling conflict.

 

Based on your research and understanding, create a white paper in a 3- to 4-page Microsoft Word document that:

 

  • Includes a description of change theories, conflict theories, and leader as a change agent.
  • Integrates how your ability to handle conflict can either enhance or hinder effective leadership in the health care environment.

 

Support your responses with examples.

 

Cite any sources in APA format.

 

Assignment 2 Grading Criteria
Maximum Points
Included a description of change theories, conflict theories, and leader as a change agent.
60
Integrated how your ability to handle conflict can either enhance or hinder effective leadership in the health care environment.
20
Used correct spelling, grammar, and professional vocabulary. Cited all sources using APA format.
20
Total:
100
 
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Prevention of polypharmacy in older adults

Prevention of polypharmacy in older adults

The paper may be no more than 10 pages maximum, should be written in a formal scholarly style and conform to APA format. The following discussion is based on the grading rubric criteria. The use of headings is strongly recommended to organize your paper into the sections listed below:

Significance to your practice and to nursing: We want to hear from you why you think the concept is important. What is it about this concept that is significant to your practice and to nursing in general? Examine the concept from both within the lens of your personal practice and within Nursing in general. Be sure to support this section with evidence from the literature.

Identify uses and define the concept: This section is so very important! What you want to do is look at many, many different sources for uses and definitions of your concept…dictionaries, literature, thesauruses, etc. Do not stick only to the nursing or medical literature. Present the historical development of the concept and its origins in language. Gather all the definitions you can find, even those that you think are unrelated. For example, if your concept is coping, then even look at uses from the architecture literature…there are copings on buildings…coping saws, a coping garment, etc. Even though you may not think it is related to nursing, looking at a concept from as many different perspectives as possible helps you gain a thorough understanding of your concept and gives it a richness in meaning. You will be required in the rubric (guidelines) of the paper to obtain definitions from at least 5 sources and 3 different disciplines. This is a minimum expectation. Look at literature from other disciplines such as engineering, business, art, etc… Some concepts will have many more definitions/uses and remember that you want to be as thorough as possible.

Define the attributes (include antecedents & consequences): As you are looking at the uses and definitions of the concept, make a list of the characteristics you are seeing over and over. You want to try to show the cluster of attributes that are the most frequently associated with the concept and gives the analysis the broadest insight into the concept. Also include the antecedents and consequences. Antecedents are those events or incidents that must occur prior to the occurrence of the concept. Thus an antecedent cannot be a defining attribute. Consequences are those events or incidents that occur as a result of the occurrence of the concept…the outcomes of the concept. In the coping example, an antecedent was an intensely stressful stimulus …the consequence was the regaining of balance. These may be difficult to understand…be sure to refer to the concept analysis examples for further review.

Cases: Write each of these as actual scenarios, you may pull these examples from your own experience, or you may choose to “make them up”.

Model Case: The model case, also often called the exemplar case, is an example of what the concept looks like. You need to apply the concept to a clinical situation sort of like a case study. You can make this up, use an example from your clinical practice, or an example from the literature (It is not appropriate to use the cases developed by an author of a published concept analysis). Bold the defining attributes as your example includes them in the scenario.

Borderline Case: The borderline case is an example that contains some of the defining attributes but not all of them. The case is inconsistent in some way from the concept under consideration. In Chinn & Kramer (2008), they speak of an analysis of fatigue. For the borderline case, the case could include military fatigue clothing. Another example is the concept of mothering. A borderline case might be about a computer motherboard.Related Case: A related case does not contain the critical attributes of your chosen concept, but may contain similar ideas. For example, the concept quality of life may include a related case that is an example of satisfaction with life, well-being or health status. Remember, this should be a demonstration of a situation that is very similar to your chosen concept, but not exactly the same. It will not contain the defining attributes of your chosen concept.


 

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