Data Mining in Health Care

Data Mining in Health Care

As discussed in this week’s readings, data warehousing is a method of data storage that allows for streamlined data management and retrieval. Data mining software aids in clarifying the relationships between stored data and assists in retrieving specific information as needed. In health care organizations, the information this process yields can be used to cut costs and improve patient care.

For this Discussion, you explore the concept of data mining from a health care perspective.

To prepare:

  • What are the potential benefits of using data mining in health care?
  • Review the information in the Learning Resources on the different types of data warehousing and how the one selected impacts data mining.
  • Review the Hey article, “The Next Scientific Revolution.” Consider how data mining through machine learning can be applied to health care.
  • Reflect on the information on data mining provided in Section 13.6.1 in the course text,  Coronel, C. & Morris, S. (2015). Database systems: Design, implementation, and management (11th ed.). Stamford, CT: Cengage Learning, and consider how it connects to the content in the Hey article. According to the text, are the data mining techniques Hey describes guided or automated?
  • Using the Walden Library, locate at least one specific example of each type of data mining (guided and automated) in health care. The examples you identify should be different from the examples discussed in the Hey article.
  • Reflect on your initial impressions of automated data mining in health care. What are your thoughts on applying this type of data mining to patient care? Consider possible drawbacks of both guided and automated data mining. What approaches and strategies could be used to address those concerns?
  • Consider any ethical ramifications of using data mining or machine learning as a tool for prognosis.Post by tomorrow 7/26, 550 words in APA format with 3 references. Include the level one headings as followed below:1) An analysis of how data mining can be beneficial to a health care system. 2) Assess how the type of data warehousing used can impact the ability to mine data. 3) Describe examples of the successful use of guided data mining and automated data mining within health care and cite your source. 3) Describe any reservations you have or ethical issues you foresee in using data mining to provide health care information. 4) What approaches and strategies could be used to address those concerns? Justify your responses. 

Required Resources

Note: To access this week’s required library resources, please click on the link to the Course Readings List, found in the Course Materials section of your Syllabus.

Readings

  • Coronel, C. & Morris, S. (2015). Database systems: Design, implementation, and management (11th ed.). Stamford, CT: Cengage Learning.
    • Chapter 13, “Business Intelligence and Data Warehouses” (pp. 559–623)

      This chapter explores data warehousing and how it improves organizational decision making. It also evaluates how, in some situations, the internet may affect data storage and assessments.
  • Kristianson, K. J., Ljunggren, H., & Gustafsson, L. L. (2009). Data extraction from a semi-structured electronic medical record system for outpatients: A model to facilitate the access and use of data for quality control and research. Health Informatics Journal, 15(4), 305–319.
    Retrieved from the Walden Library databases.

    In this article, the authors demonstrate the importance of structuring diagnostic data for optimum data extraction and patient care. In addition, they evaluate the efficiency of data management standards in electronic medical records (EMRs).
  • Kulkarni, M. (2010). A case-based data warehousing courseware. 2010 IEEE International Conference on Information Reuse and Integration (IRI), 245–248.
    Retrieved from the Walden Library databases.

    This article evaluates how beginning designers can learn and implement key concepts of data warehousing. The method highlighted here is hands on and involves the creation of a warehouse tailored to suit a specific data set.
  • Jukic, N., & Nicholas, J. (2010). A framework for collecting and defining requirements for data warehousing projects. Journal of Computing & Information Technology, 18(4), 377–384.
    Retrieved from the Walden Library databases.

    This article proposes a database framework that is standardized to suit various data processing applications. The authors highlight the planning steps for data warehouses and explore methods for creating a database framework that will suit the needs of the end-users.
  • Hey, T. (2010). The big idea: The next scientific revolution. Harvard Business Review, 88(11), 56–63.
    Retrieved from the Walden Library databases.

    The author of this article explains how applying machine learning in data analysis can produce scientific discoveries and accurate predictions. The article describes several successful applications of machine learning across the domains of health care, oceanography, business, and more.
  • McAfee, A. (2011). What every CEO needs to know about the cloud. Harvard Business Review, 89(11), 124–132.
    Retrieved from the Walden Library databases.

    This article highlights the benefits that cloud computing provides for all business organizations. The author addresses the transition into the widespread use of cloud technology while debunking common criticisms about its usability and security. Media
  • Laureate Education, Inc. (Executive Producer). (2012). The relationship between data warehousing and data mining. Baltimore, MD: Author.

    This multimedia piece describes data warehousing and data mining. It highlights their interrelationship and role in the storage and access of data in databases.

    Note: The approximate length of this media piece is 5 minutes. Please click on the following link for the transcript: Transcript (PDF).  
 
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Overcoming Factors That Impact Informatics Initiatives

Overcoming Factors That Impact Informatics Initiatives

Adequate technology and an understanding of that technology are necessary, but they are not enough for a successful [informatics] implementation … Researchers and others involved in [informatics] implementations have found that people skills such as leadership, communication, and training are absolutely essential.
—Fenton, Giannangelo, & Stanfill, 2006

A nurse informaticist must always remember that he or she is not leading an information technology project; but rather a clinical project using information technology tools. What exactly does that mean? It means that the technology is a tool to enhance the quality, efficiency, and safety of the organization. The phrase “clinical project” also highlights the main focus of implementation efforts: the clinicians or nurses using the tool. By overlooking the “people” side of the implementation, an organization might be put at risk of experiencing one or more of the factors that challenge the success of informatics initiatives.   

In this Discussion, you identify factors that can impact an informatics implementation. You also explore how you might use the ANCC Magnet model to overcome such challenges.

To prepare:

  • Review the media, The Nurse Informatics Leader, presented in this week’s Learning Resources. How can nurses apply leadership strategies to facilitate change during informatics initiatives?
  • Select one of the factors presented in this week’s Learning Resources: organizational culture, organizational change management, or nursing leadership skills. How might this factor contribute to challenges experienced during an informatics implementation?
  • Review Chapter 29, “The Magnet Model,” of the course text Essentials of Nursing Informatics. Consider how a nurse informaticist could use a component of the ANCC Magnet model to address your selected factor.

Post by tomorrow 7/26 550 words in APA format and 3 references. Apply the level one headings below:

1)  The factor you selected and explain how inattention to this factor might present challenges during an informatics implementation and why.

2)  Identify which component of the ANCC Magnet model might be the most appropriate in helping nurse informaticists address this factor. Justify your response. (See attached file on “The Magnet Model”)

Required Resources

Note: To access this week’s required library resources, please click on the link to the Course Readings List, found in the Course Materials section of your Syllabus.

Readings

  • Saba, V. K., & McCormick, K. A. (2015). Essentials of nursing informatics (6th ed.). New York, NY: McGraw-Hill.
    • Chapter 31, “The Magnet Model”

      In this chapter, the authors introduce the ANCC’s Magnet model. This model was created to produce a professional practice environment that develops positive nurse, patient, and organizational results.
  • Clement-O’Brien, K., Polit, D. F., & Fitzpatrick, J. J. (2011). Innovativeness of nurse leaders. Journal of Nursing Management, 19(4), 431–438.
    Retrieved from the Walden Library databases.

    This study assesses the innovativeness and rate of change adoption among chief nursing officers. The authors explore the differences in innovativeness between CNOs, Magnet hospitals, and non-Magnet hospitals.
  • Glenn, L. (2010). Implementing change. Journal of Community Nursing, 24(5), 10–14.
    Retrieved from the Walden Library databases.  

    The following article analyzes the effects of change management within a nursing community team.
  • Nickitas, D. M., & Kerfoot, K. (2010). Nursing informatics: Why nurse leaders need to stay informed [Editorial]. Nursing Economic$, 28(3), 141, 158.
    Retrieved from the Walden Library databases.

    This column discusses the need for nurse informatics leaders to be competent and informed. The authors specify nurses’ dual responsibility to IT systems and their managers.
  • Szydlowski, S., & Smith, C. (2009). Perspective from nurse leaders and chief information officers on health information technology implementation. Hospital Topics, 87(1), 3–9.
    Retrieved from the Walden Library databases.

    This article examines the reasons and methods for implementing health information technology (HIT). The authors also develop a theoretical framework that focuses on change management and leadership.Media
  • Laureate Education, Inc. (Executive Producer). (2012e). The nurse informatics leader. Baltimore: Author. 

    Note: The approximate length of this media piece is 12 minutes.

    Gail Latimer, Dr. Patricia Button, and Dr. Roy Simpson discuss the key leadership skills and actions nurse informaticists must use when facilitating change in health care settings. Dr. Simpson highlights how resistance to change and the agreement of taxonomies and nomenclatures often stalls implementations and how nurse informaticists can become change agents to overcome these factors.
  • the_magnet_model.pdf
 
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Disaster And Communicable Disease Preparedness

Preparing for disasters, terrorist threats, or communicable disease outbreaks is an important part of public health nursing. Visit the website http://www.ready.gov andhttp://www.ready.gov/pandemic. Review the steps for being prepared for a disaster or pandemic.

  • Choose a natural or manmade disaster that could impact your community and discuss how a CHN can help the community prepare or respond to this disaster.
  • Choose a potential infectious disease outbreak and discuss how a CHN can help to prevent or respond to an outbreak.
  • How well is your community prepared for a potential outbreak or disaster?

Federal Emergency Management Agency. (2016). Ready: Prepare. Plan. Stay informed. Retrieved from http://www.ready.gov/.

Federal Emergency Management Agency. (2016). Pandemic. Retrieved from http://www.ready.gov/pandemic.

APA Format

REQUIRED REFERENCES:

Nies, M. A., & McEwen, M. (2015). Community/Public health nursing: Promoting the health of populations (6th ed.). St. Louis, MO: Saunders/Elsevier.

  • Chapter 25: Communicable Disease
  • Chapter 26: Substance Abuse
  • Chapter 27: Violence
  • Chapter 28: Natural and Man-made Disasters

Required website:

Federal Emergency Management Agency. (2016). Ready: Prepare. Plan. Stay informed. Retrieved fromhttp://www.ready.gov/.

 
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Pediatric patient evaluations

Pediatric patient evaluations must involve a combination of patient input, parent input, and your own observations from physical exams and diagnostics. As you read the following the case study, consider the source (i.e., patient, parent, or practitioner) of the provided patient information.

Case Study 2:

 Victoria is a 15-year-old who complains of chronic sore throat and bad taste in her mouth. Her height and weight are appropriate for age and she remains on the same growth trajectory since infancy. Abdominal examination and chest examination are negative. History reveals frequent burping and occasional feelings of regurgitating food. Diet history reveals she eats a balanced diet, but her primary sources of fluids are coffee, tea, and carbonated drinks

TO COMPLETE

POST 1 TO 2 PAGES ON : 1 ) An explanation of the differential diagnosis for the patient in the case study  selected.

2) Explain which is the most likely diagnosis for the patient and why. Include an explanation of unique characteristics of the disorder you identified as the primary diagnosis.

3) Then, explain a treatment and management plan for the patient, including appropriate dosages for any recommended treatments.

4)  Finally, explain strategies for educating patients and families on the treatment and management of the gastrointestinal disorder.

Reference/ Readings

•Burns, C. E., Dunn, A. M., Brady, M. A., Starr, N. B., & Blosser, C. G. (2013). Pediatric primary care (5th ed.). Philadelphia, PA: Elsevier.

◦Chapter 32, “Gastrointestinal Disorders” (pp. 739–788)

•Diagnosis, management, and prevention of rotavirus gastroenteritis in children by Parashar, U.D., Nelson, E.A., Kang, G. in  BMJ. 2013 Dec 30;347:f7204. doi: 10.1136/bmj.f7204. Copyright 2013 by BMJ Publishing Group. Reprinted by permission of BMJ Publishing Group via the Copyright Clearance Center.

 
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Global Health Issue – Intervention

PART 1

Please follow the guidelines below to link paragraphs in the paper with an introduction and a conclusion.

This assignment is part three of the global health issue paper assignment. After students write about their selected issue, they are required to develop a plan or an intervention to address the issue. Students, for this part of the paper, must assume the role of a consultant who with the data and information identified regarding the country of interest & the selected health issue, must then develop a culturally & systematically appropriate intervention to address the issue. Students should utilize the content covered in the course and conduct additional research to develop a sound plan. This paper should be a maximum of 2 pages. Papers should be thorough, complete, and thoughtful to indicate that you have read, examined, and can apply the concepts in the readings.1)      Description of the plana)      Discuss existing interventionsb)      Relation of MDGs to the formulation of interventionsc)      Discuss your intervention and rational for the intervention, why is it appropriate for the country and topic chosen? (Infrastructure issues, availability of healthcare providers and equipment, language considerations, etc.)d)     Social/Cultural issues – How is this plan culturally appropriate? What issue(s) did you consider? (example: getting input and approval from community elders before proceeding)e)    Note: The intervention can be one already implemented in the country and proven to be effective. 2)      Implementation of the plana)     How will the proposed intervention be implemented/structured?b)     Estimated timeline, which health care professional will be utilized to provide services?c)      Possible funding sourcesd)      Which stakeholders will be involved (would you involve international agencies, if so which ones?)? 3)      Evaluation of the plana)     How would you structure your evaluation of the intervention, who will conduct the evaluation?b)      Possible evaluation methods – surveys, group discussions/focus groups, etc.c)      Dissemination of the evaluation results – how would you share your results?

PART 2 OF THE ASSIGNMENT

This is part of the assignment but it should be done separately.

After completion of the three parts of the paper, students should merge and submit the full paper. In addition, students will then summarize their papers into presentation formats. These presentations will be posted for everyone to view and respond. The purpose of this assignment is for the student to present a summary of their paper and share with the class their knowledge and expertise on the topic and country selected. Presentation formats include power points or handouts with/without audio/video aids. Power point presentation should be a maximum of 12 slides.Assignment 2 Outline1)      Country and SystemsBriefly describe the country selected and list some of the health indicators within the country. Provide an overview of the country’s health system, health policies, health funding, infrastructure, health workforce, etc.2)      Issue and CultureBriefly describe the health issue selected, including the significance/prevalence of the health issue, influence of culture and social determinants of health on the issue; and the impact of the issue on the global disease burden.3)      Intervention and Evaluation Briefly describe the chosen intervention, the intervention implementation, evaluation and result dissemination plan.
Due Date 
Jul 31, 2016 11:59 PM
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Rubric Name: Assignment #2: Presentation of Global Health Issue Paper

     CriteriaLevel 4Level 3Level 2Level 1Country and Systems20 points

(16-20 points)Clear explanation of the country and why the issue is important, relation to MDG’s and explanation of the healthcare systems15 points

(11-15 points)Describes country, some information regarding relation to MDG’s, mentions the healthcare systems10 points

(6-10 points)Incomplete description of the country, little information regarding relation to MDG’s, and/or the healthcare system5 points

(0-5 points)Little to no description of the country, information regarding relation to the MDG’s and/ or the healthcare systemIssue and Culture20 points

(16-20 points)Clearly explains issue and prevalence, describes cultural considerations and impact on global health15 points

(11-15 points)Explains the issue and prevalence, however lacks some clarity, mentions cultural consideration and impact on global health10 points

(6-10 points)Lacking information regarding the issue and prevalence, little information regarding cultural consideration and /or impact on global health5 points

(0-5 points)Little to no information on the issue and prevalence, cultural considerations and/or impact on global healthIntervention and Evlauation20 points

(16-20 points)Delineates timeline, funding sources, stakeholder, evaluation methods and dissemination of results15 points

(11-15 points)States brief timeline, mentions some funding sources, missing some information on evaluation methods or dissemination of results10 points

(6-10 points)Few time points in timeline, little information regarding funding sources, evaluation methods and/or dissemination of results5 points

(0-5 points)No timeline presented, little to no information regarding funding sources, evaluation methods and dissemination of resultsOrganization10 points

(9-10 points)Presentation is well organized, uses headings and bulleted lists when needed8 points

(6-8 points)Presentation is organized, mostly well organized5 points

(3-5 points)Presentation not well organized, some information appears out of sequence2 points

(0-2 points)Presentation is disorganized, unable to follow logical flow of contentPresentation20 points

(16-20 points)Presentation is easy to read with well thought out graphics, fonts, and background color. 15 points

(11-15 points)Presentation is generally easy to read with appropriate fonts10 points

(6-10 points)Fonts are difficult to read, background color does not add to readability.5 points

(0-5 points)Background color, font and graphics make the presentation difficult to readSpelling, Grammar and References10 points

(9-10 points)No misspellings, grammatical errors and is appropriately referenced8 points

(6-8 points)Has few misspellings or grammatical errors, appropriately referenced5 points

(3-5 points)Several misspellings and grammatical errors, some references missing2 points

(0-2 points)Many misspellings and grammatical errors, missing most or all references. Overall ScoreLevel 4
77 or more
Level 3
51 or more
Level 2
25 or more
Level 1
0 or more
 
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Consider the models, theories, and concepts you have examined in your program of study as they relate to your project

Consider the models, theories, and concepts you have examined in your program of study as they relate to your project. Which of these can be applied to the development of methodology to help you achieve the project objectives? Which ones can be used to help you establish criteria and methods of evaluation for your project?

In this Discussion, you examine and propose the methodology for your Practicum Project, as well as evaluation methods. The insights you gain through this Discussion should be integrated into your Practicum Project Plan, which is due in Week 5.

To prepare:

Reflect on the Practicum Project goal and objectives you developed in Week 3.

Refer to the Practicum Project Plan (PPP) Overview document as needed for information related to the assignment.

Consider the models, theories, and concepts you have examined in your program of study as they relate to your project. How can this information be applied to the development of the methodology and evaluation for your project?

Review the information on methodology in the Learning Resources, and conduct additional research to facilitate your analysis for your project. Evaluate the who, what, how, where, and when associated with each objective: Who will make what change, by how much, where, and by when? Consider the methods you could use to meet each objective. Devise your methodology in as much detail as possible to identify how you could meet each objective. For example, identify which professional organizations or regulatory bodies you would consult (by viewing their websites or contacting them directly) to gather evidence.

Review the information on formative and summative evaluation in this week’s Learning Resources, and conduct additional research to facilitate your analysis for your project. How could you evaluate achievement of your Practicum Project objectives using formative and/or summative evaluation? Begin to develop an evaluation plan for your Practicum Project.

Post on or before Day 3 a brief summary of your Practicum Project focus, including the goal and objectives of your Practicum Project (to serve as a reminder for your colleagues). Explain your selected methodology, and justify your selection. Include a detailed explanation of how you could meet each objective using this methodology. Also explain your evaluation plan, noting at which points during your Practicum Project formative and/or summative evaluation will occur.

My issue is getting the nurses to accept the Radiology techs as per of the hybrid room team. as such they are allowed to spike IV bags. trying to merge two totally different healthcare programs Nursing and radiology

 
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PEDIATRIC HOME CARE

PLEASE USE PROFESSIONAL PEDIATRIC HOME CARE- http://pediatrichomecare.com/

For this assignment, you will need to review an organization. You may want to focus on the organization where you work, but you can also look at any local health care organization. It may be beneficial to select a health care organization located within the neighborhood or community you used in your Windshield Survey assignment as this is likely where the vulnerable or diverse population you identified receives health care.

Your goal is to evaluate how able the organization is to serve the specific health care needs of the vulnerable or diverse population you identified in the Windshield Survey assignment.

Use the Internet and the Capella library to locate at least three academic or professional resources to use in this assignment.

Requirements

Once you have selected an organization, complete the following:

  • Describe the primary health concern for the vulnerable or diverse population.
  • Explain how the organization currently serves this health care concern. Be sure you include information on how the organization communicates to the population.
  • Identify gaps in the health care service provided to the population.
  • Explain evidence-based strategies to bridge the gaps in health care service provided to the population.
  • Identify any possible barriers to implementing your strategies.

Additional Requirements

  • Length of paper: 2–4 double-spaced pages, not including the title page and reference page.
  • References: At least three current scholarly or professional resources.
  • Formatting: APA format for in-text references and citations.
  • Font: Times New Roman, 12 pt.
 
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General services offered under Medicaid

Please answer to this discussion post with a minimum of 200 words, APA Style, and no plagiarism. 

________________________________________________________

Hi Class:

I think that Medicaid has had a greater impact compared to Medicare. Medicaid is a government program aimed at supporting low income households by ensuring they can access quality healthcare at low prices. It is funded by both the state and federal levels of government (“1. Introduction: The Medicaid Story,” 2010). It supports these households by covering medical costs associated with medical as well as long term healthcare for individuals that qualify. Medicaid has been identified as the country’s largest public health insurance program. It provides affordable health insurance to people in rural America and to communities that are considered poor.

Due to the fact that this program is funded by two independent bodies, it varied from state to state. Usually, the federal government sets minimum requirements or eligibility standards, amount to be paid as premium and the scope of services available to an individual ((“1. Introduction: The Medicaid Story,” 2010). For one to be eligible for Medicaid, one has to meet strict requirements which are financially based. The entire program has very strict income eligibility requirements which vary from state to state. Klosko (2017) explains that due to this requirement, some of the benefits users of Medicaid get are determined by the financing agreement between both parties.

General services offered under Medicaid include specified inpatient and outpatient services, family planning, nursing facilities and doctors services.

Medicaid is popular among Americans due to the various benefits its users gain from it. However, one should note that there is no single package benefit because the state imposes specific minimum requirements before one is insured (Klosko, 2017). Benefits range from covering preventive healthcare such as immunizations, acute cases for example, where a patient has been hospitalized as well as behavioral conditions such as counselling and psychiatric hospitalization. Non-health services are also covered which include supportive services which are tailor made for people living with disabilities. Disabled patients are given services which allow them to work comfortably in the community which they live.

References

1. Introduction: The Medicaid Story. (2010). The Politics of Medicaid. doi:10.7312/olso15060-003

Klosko, G. (2017). Medicare and Medicaid. Oxford Scholarship Online. doi:10.1093/acprof:oso/9780199973415.003.0008

 
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comments on discussions

By the due date assigned, post your response of at least 150-200 words to the Discussion Area. To support your comments, your discussion answers should include specific information from the readings.

By the end of the week, comment on at least two of your classmates’ submissions. Your replies to classmates should be at least a paragraph in length and made with an eye to expand, clarify, defend, and/or refine their thoughts. Consider asking questions to further meaningful conversation. Be clear and concise, referring to specific ideas and words from your classmates’ postings. Participation must be completed by the end of the week to earn credit.

 Prompt:

Choose a poem from the assigned readings, except “The Chimney Sweeper,” which was used as an example in this week’s lecture. Post a response of at least 150-200 words, focusing on the elements below.

Identify the key images in the poem, which you believe are vital to understanding it.
Provide a detailed discussion of how those images function in the poem.
Do the images work together to form a coherent pattern?
What ideas or feelings are conveyed by the images?
How do the images contribute to the overall meaning of the poem?
Remember to provide evidence for your claims in the form of quoted passages from the poem. Quotations, paraphrases, and summaries should be cited according to APA rules of style, including in-text and reference citations. Quoted material should not exceed 25% of the document.

Use the APA Citation Helper resource for properly citing resources.

Post directly to the discussion; do not attach a document. Make sure you check spelling and grammar, and use APA style for citations.

Example APA Reference from the eBook
Blake, W. (2013). The chimney sweeper. In X.J Kennedy and D Gioia (Eds.) The Literature Collection: An E-Text [VitalSource digital version] (p. 239). Boston, MA: Pearson Education, Inc.
Sent from my iPhone

 
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