Logistic Regression in Nursing Practice
Logistic regression is used to analyze a wide variety of variables that may surround a singular outcome. For example, logistic regression could be used to identify the likelihood of a patient having a heart attack or stroke based on a variety of factors including age, sex, genetic characteristics, weight, and any preexisting health conditions. The biological systems and issues with which the health care field is concerned represent the kinds of applications for which logistic regression is especially useful.
Logistic regression is used in the health care field for many purposes, including diagnoses, predictions, and forecasting. The three articles in this week’s Learning Resources illustrate the many uses of logistic regression in the health care field. This Discussion allows you to explore the different uses of logistic regression and cultivate a deeper understanding of the application of logistic regression in evidence-based practice.
To prepare:
- Review the three articles in this week’s Learning Resources and evaluate their use of logistic regression. Select one article that interests you to examine more closely in this Discussion
- Critically analyze the article you selected considering the following questions:
- What are the goals and purposes of the research study the article describes?
- How is logistic regression used in the study? What are the results of its use?
- What other quantitative and statistical methods could be used to address the research issue discussed in the article?
- What are the strengths and weaknesses of the study?
- How could the weaknesses of the study be remedied?
- How could findings from this study contribute to evidence-based practice, the nursing profession, or society?
By Thursday 10/12/17, 5 pm, write a minimum of 550 words essay in APA format. Use at least 3 references from the list of required reading below. Include the level one headings as numbered below.
Post a cohesive response that addresses the following:
1) In the first line of your posting, identify the article you examined, providing its correct APA citation. (See attached PDF file for the article).
2) Post your critical analysis of the article as outlined above (make sure to answer all the points asked above in the “To Prepare” area, bullets [1, 2, 3]).
3) Propose potential remedies to address the weaknesses of each study (bullets 4 and 5 in the “To Prepared” area).
4) Analyze the importance of this study to evidence-based practice, the nursing profession, or society (bullet 6 in the “To Prepared” area).
Learning Resources
.
Required Media
“Multiple Regression”
Used by permission from SPSS VideoTutor.com A division of Consumer Raters LLC., 1121 S Military Trail, 314, Deerfield Beach, FL 33442, USA
Note: The approximate length of this media piece is 5 minutes.
“Logistic Regression”
Used by permission from SPSSVideoTutor.com A division of Consumer Raters LLC., 1121 S Military Trail, 314, Deerfield Beach, FL 33442, USA
Note: The approximate length of this media piece is 15 minutes.
Required Readings
Gray, J.R., Grove, S.K., & Sutherland, S. (2017). Burns and Grove’s the practice of nursing research: Appraisal, synthesis, and generation of evidence (8th ed.). St. Louis, MO: Saunders Elsevier.
Chapter 24, “Using Statistics to Predict”
This chapter asserts that predictive analyses are based on probability theory instead of decision theory. It also analyzes how variation plays a critical role in simple linear regression and multiple regression.
Statistics and Data Analysis for Nursing Research
Chapter 9, “Correlation and Simple Regression” (pp. 208–222)
This section of Chapter 9 discusses the simple regression equation and outlines major components of regression, including errors of prediction, residuals, OLS regression, and ordinary least-square regression.
Chapter 10, “Multiple Regression”
Chapter 10 focuses on multiple regression as a statistical procedure and explains multivariate statistics and their relationship to multiple regression concepts, equations, and tests.
Chapter 12, “Logistic Regression”
This chapter provides an overview of logistic regression, which is a form of statistical analysis frequently used in nursing research.
Hoerster, K. D., Mayer, J. A., Gabbard, S., Kronick, R. G., Roesch, S. C., Malcarne, V. L., & Zuniga, M. L. (2011). Impact of individual-, environmental-, and policy-level factors on health care utilization among US farmworkers. American Journal of Public Health, 101(4), 685–692. doi:10.2105/AJPH.2009.190892
This article discusses the results of a study of how many U.S. farmworkers accessed U.S. health care. The study considered this question on several levels—individual, environmental, and policy—and used logistic regression to analyze the multivariate data gathered.
Tritica-Majnaric, L., Zekic-Susac, M., Sarlija, N., & Vitale, B. (2010). Prediction of influenza vaccination outcome by neural networks and logistic regression. Journal of Biomedical Informatics, 43(5), 774–781. doi:10.1016/j.jbi.2010.04.011.
This article describes the methods and results of a neural network study on the effectiveness of the influenza vaccine using historical data in three neural network algorithms. The article also provides a discussion of logistic regression in comparison to the neural network algorithms used.
Xiao, Y., Griffin, M. P., Lake, D. E., & Moorman, J. R. (2010). Nearest-neighbor and logistic regression analyses of clinical and heart rate characteristics in the early diagnosis of neonatal sepsis. Medical Decision Making, 30(2), 258–266. doi:10.1177/0272989X09337791
This article outlines the procedures and findings of a study on the use of two methods of neonatal sepsis diagnosis: nearest-neighbor analysis and logistic regression analysis. The results indicated that each method generates unique information useful to diagnosis, and therefore both methods should be used simultaneously for improved accuracy of diagnoses.
Optional Resources
Walden University. (n.d.). Linear regression. Retrieved August 1, 2011, from http://streaming.waldenu.edu/hdp/researchtutorials/educ8106_player/educ8106_linear_regression.html
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Locate A News Article Or Story Related To A Current Event In Healthcare Policy
/in Uncategorized /by developerNEED BY 10 pm EAStern Time today Wednesday 12/12/18. Thank You
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Locate A Primary Research Study
/in Uncategorized /by developerLocate a Primary Research Study
Locate a primary research report from the University Library that is nursing focused. The study should be current research (within 5-7 years). For this source include the following information:
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Locating Supporting Materials
/in Uncategorized /by developerAssignment 3.1: Locating Supporting Materials
Locating Supporting Materials
Objective
Identifying Types of Supporting Materials
Purpose: To increase your familiarity with different types of supporting materials.
Instructions: Go to the American Rhetoric website (americanrhetoric.com) and choose a speech from the Speech Bank. After checking out the speech, answer the following questions.
Questions:
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Logic Model 19162719
/in Uncategorized /by developer"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Logistic Regression In Nursing Practice
/in Uncategorized /by developerLogistic Regression in Nursing Practice
Logistic regression is used to analyze a wide variety of variables that may surround a singular outcome. For example, logistic regression could be used to identify the likelihood of a patient having a heart attack or stroke based on a variety of factors including age, sex, genetic characteristics, weight, and any preexisting health conditions. The biological systems and issues with which the health care field is concerned represent the kinds of applications for which logistic regression is especially useful.
Logistic regression is used in the health care field for many purposes, including diagnoses, predictions, and forecasting. The three articles in this week’s Learning Resources illustrate the many uses of logistic regression in the health care field. This Discussion allows you to explore the different uses of logistic regression and cultivate a deeper understanding of the application of logistic regression in evidence-based practice.
To prepare:
By Thursday 10/12/17, 5 pm, write a minimum of 550 words essay in APA format. Use at least 3 references from the list of required reading below. Include the level one headings as numbered below.
Post a cohesive response that addresses the following:
1) In the first line of your posting, identify the article you examined, providing its correct APA citation. (See attached PDF file for the article).
2) Post your critical analysis of the article as outlined above (make sure to answer all the points asked above in the “To Prepare” area, bullets [1, 2, 3]).
3) Propose potential remedies to address the weaknesses of each study (bullets 4 and 5 in the “To Prepared” area).
4) Analyze the importance of this study to evidence-based practice, the nursing profession, or society (bullet 6 in the “To Prepared” area).
Learning Resources
.
Required Media
“Multiple Regression”
Used by permission from SPSS VideoTutor.com A division of Consumer Raters LLC., 1121 S Military Trail, 314, Deerfield Beach, FL 33442, USA
Note: The approximate length of this media piece is 5 minutes.
“Logistic Regression”
Used by permission from SPSSVideoTutor.com A division of Consumer Raters LLC., 1121 S Military Trail, 314, Deerfield Beach, FL 33442, USA
Note: The approximate length of this media piece is 15 minutes.
Required Readings
Gray, J.R., Grove, S.K., & Sutherland, S. (2017). Burns and Grove’s the practice of nursing research: Appraisal, synthesis, and generation of evidence (8th ed.). St. Louis, MO: Saunders Elsevier.
Chapter 24, “Using Statistics to Predict”
This chapter asserts that predictive analyses are based on probability theory instead of decision theory. It also analyzes how variation plays a critical role in simple linear regression and multiple regression.
Statistics and Data Analysis for Nursing Research
Chapter 9, “Correlation and Simple Regression” (pp. 208–222)
This section of Chapter 9 discusses the simple regression equation and outlines major components of regression, including errors of prediction, residuals, OLS regression, and ordinary least-square regression.
Chapter 10, “Multiple Regression”
Chapter 10 focuses on multiple regression as a statistical procedure and explains multivariate statistics and their relationship to multiple regression concepts, equations, and tests.
Chapter 12, “Logistic Regression”
This chapter provides an overview of logistic regression, which is a form of statistical analysis frequently used in nursing research.
Hoerster, K. D., Mayer, J. A., Gabbard, S., Kronick, R. G., Roesch, S. C., Malcarne, V. L., & Zuniga, M. L. (2011). Impact of individual-, environmental-, and policy-level factors on health care utilization among US farmworkers. American Journal of Public Health, 101(4), 685–692. doi:10.2105/AJPH.2009.190892
This article discusses the results of a study of how many U.S. farmworkers accessed U.S. health care. The study considered this question on several levels—individual, environmental, and policy—and used logistic regression to analyze the multivariate data gathered.
Tritica-Majnaric, L., Zekic-Susac, M., Sarlija, N., & Vitale, B. (2010). Prediction of influenza vaccination outcome by neural networks and logistic regression. Journal of Biomedical Informatics, 43(5), 774–781. doi:10.1016/j.jbi.2010.04.011.
This article describes the methods and results of a neural network study on the effectiveness of the influenza vaccine using historical data in three neural network algorithms. The article also provides a discussion of logistic regression in comparison to the neural network algorithms used.
Xiao, Y., Griffin, M. P., Lake, D. E., & Moorman, J. R. (2010). Nearest-neighbor and logistic regression analyses of clinical and heart rate characteristics in the early diagnosis of neonatal sepsis. Medical Decision Making, 30(2), 258–266. doi:10.1177/0272989X09337791
This article outlines the procedures and findings of a study on the use of two methods of neonatal sepsis diagnosis: nearest-neighbor analysis and logistic regression analysis. The results indicated that each method generates unique information useful to diagnosis, and therefore both methods should be used simultaneously for improved accuracy of diagnoses.
Optional Resources
Walden University. (n.d.). Linear regression. Retrieved August 1, 2011, from http://streaming.waldenu.edu/hdp/researchtutorials/educ8106_player/educ8106_linear_regression.html
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Long Term Care Facility Interview
/in Uncategorized /by developerLong term care facility in Florida
Contact the office manager and set up an appointment to interview either him/her or the physician.
How long have you been in business?
What degree(s) do you need to operate your business?
What are the type(s) of clients you serve?
What regulations/license(s) are you governed under?
How do you ensure the completeness, timeliness, and accuracy of records?
Are you bound by HIPAA rules/regulations? If not, how do you maintain security and confidentiality of the patient/client health record?
Do you have an electronic health record? if yes- what is the name of system? If not, what type of filing system do you have for patient/client health records?
What does the role of a health information management/medical record professional look like at the organization?
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Long Term Conditions Nursing Paper Want Best Nursing Writer
/in Uncategorized /by developerIntroduction —-200words
Background 200words
LO1- LO4 500 TO 600WORDS EACH
CONCLUSION 200 WORDS
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Longevity Of Americans
/in Uncategorized /by developerComplete ALL of the bullet points below:
Please submit one APA formatted paper 1500 words, not including the title and reference page. The assignment should have a minimum of two scholarly sources, in addition to the textbook.
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Looking For Anyone That Have Nurs 6630
/in Uncategorized /by developerLet me know if someone have the questions and answered for NURS 6630 Midterm and Final Exam
Psychopharmacologic Approaches to Treatment of Psychopathology
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"
Looking Forward Looking Back Reflective Essay
/in Uncategorized /by developerLooking Forward, Looking Back – Reflective Essay 30% (2,000 words)
This is your first assessment. It includes the rubric for marking. You are asked to interview a person in your family or culture, and consider the differences between their lives and yours. Consider: how did this person influence your beliefs and values? What were the differences in educational opportunities, if any, for this person and you? What challenges do you think they had when they were your age? Remember, all elders are precious holders of our culture and traditions so be respectful during your interview. You will need to get their permission to use their stories in your assignment, and make sure you de-identify them in your assignment. Here is an example of reflection models you might choose to use: https://latrobe.libguides.com/reflectivepractice/models (Links to an external site.)Links to an external site.
REMEMBER: use ‘I’ ‘me’, and ‘my’ in this essay as it is a reflective formative assessment.
Weight: 30%
Assignment due date: 12mn, Sunday, 5th August
Length: 2000 words (or graphs and figures)
Feedback mode: Feedback will be provided using Turnitin’s inline marking tool and general comments.
Assignment Details:
Criteria
Course outcomes
Graduate attributes
1
Identification and reflection on differences in society/culture between generations
Develop an historical and cultural context for indigenous health care problems
4: Culturally and socially aware-
Acknowledge and critically reflect upon personal attitudes, decisions and conduct
2
Identification and reflection on differences in society/culture between generations
3
Use of published literature to support your reflection and learning and scholarly presentation of work
This tool needs to be loaded in a new browser windowThe session for this tool has expired. Please reload the page to access the tool againThe following content is partner provided
"Looking for a Similar Assignment? Get Expert Help at an Amazing Discount!"